{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import uproot\n", "import numpy as np\n", "import sys\n", "import os\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "from mpl_toolkits import mplot3d\n", "import itertools\n", "import awkward as ak\n", "import seaborn as sns\n", "from scipy.optimize import curve_fit\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "file = uproot.open(\"tracking_losses_ntuple_Bd2KstEE.root:PrDebugTrackingLosses.PrDebugTrackingTool/Tuple;1\")\n", "#file = uproot.open(\"tracking_losses_ntuple_Dst0ToD0EE.root:PrDebugTrackingLosses.PrDebugTrackingTool/Tuple;1\")\n", "\n", "#look at particles only from Signal\n", "allcolumns = file.arrays()\n", "tracked = allcolumns[(allcolumns.isElectron) & (~allcolumns.lost) & (allcolumns.fromSignal)]\n", "lost = allcolumns[(allcolumns.isElectron) & (allcolumns.lost) & (allcolumns.fromSignal)] \n", "\n", "#ak.num(tracked, axis=0)\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "#lost\n", "l_eph = lost[\"brem_photons_pe\"]\n", "ak.nan_to_num(l_eph)\n", "l_pT = lost[\"pt\"]\n", "l_sci_x = lost[\"scifi_hit_pos_x\"]\n", "ak.nan_to_num(l_sci_x)\n", "\n", "#found\n", "f_eph = tracked[\"brem_photons_pe\"]\n", "ak.nan_to_num(f_eph)\n", "f_pT = tracked[\"pt\"]\n", "f_sci_x = tracked[\"scifi_hit_pos_x\"]\n", "ak.nan_to_num(f_sci_x)\n", "\n", "l_sci_x, l_pT = ak.broadcast_arrays(l_sci_x, l_pT)\n", "f_sci_x, f_pT = ak.broadcast_arrays(f_sci_x, f_pT)\n", "\n", "l_sci_x = ak.to_numpy(ak.flatten(l_sci_x))\n", "l_pT = ak.to_numpy(ak.flatten(l_pT))\n", "f_sci_x = ak.to_numpy(ak.flatten(f_sci_x))\n", "f_pT = ak.to_numpy(ak.flatten(f_pT))" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", "\n", "ax0.hist2d(l_sci_x, l_pT, bins=100, cmap=plt.cm.jet)\n", "ax0.set_xlabel(\"scifi x\")\n", "ax0.set_ylabel(r\"$p_T$\")\n", "ax0.set_title(\"lost electron positions in the scifi in regard to their transverse momentum\")\n", "pcm0 = ax0.pcolormesh([l_sci_x,l_pT])\n", "plt.colorbar(pcm0,ax=ax0)\n", "\n", "ax1.hist2d(f_sci_x, f_pT, bins=100, cmap=plt.cm.jet)\n", "ax1.set_xlabel(\"scifi x\")\n", "ax1.set_ylabel(r\"$p_T$\")\n", "ax1.set_title(\"found electron positions in the scifi in regard to their transverse momentum\")\n", "pcm1 = ax1.pcolormesh([f_sci_x,f_pT])\n", "plt.colorbar(pcm1,ax=ax1)\n", "\n", "\"\"\"\n", "B:\n", "we can see that the lost electrons cover a wider spread in the x direction of the scifi tracker,\n", "while most of those have low pT \n", "\n", "\"\"\"\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[[4.09e+04], [8.66e+03], [8.07e+04], ..., [5.63e+03], [6.29e+03], [2.26e+03]]\n", "[4.62e+04, 9.36e+03, 1.34e+05, 5.63e+04, ..., 2.01e+04, 6.94e+03, 7.83e+03]\n", "8657.132\n", "9355.866625028413\n" ] } ], "source": [ "energy_found = tracked[\"energy\"]\n", "energy_found = energy_found[tracked[\"brem_photons_pe_length\"]!=0]\n", "#ak.nan_to_num(energy_found)\n", "\n", "e_ph_found = tracked[\"brem_photons_pe\"]\n", "e_ph_found = e_ph_found[tracked[\"brem_photons_pe_length\"]!=0]\n", "#ak.nan_to_num(e_ph_found, nan=[0])\n", "e_ph_found = ak.sum(e_ph_found, axis=-1, keepdims=True)\n", "print(e_ph_found)\n", "print(energy_found)\n", "\n", "energy_lost = lost[\"energy\"]\n", "energy_lost = energy_lost[lost[\"brem_photons_pe_length\"]!=0]\n", "#ak.nan_to_num(energy_lost)\n", "\n", "e_ph_lost = lost[\"brem_photons_pe\"]\n", "e_ph_lost = e_ph_lost[lost[\"brem_photons_pe_length\"]!=0]\n", "#ak.nan_to_num(e_ph_lost)\n", "e_ph_lost = ak.sum(e_ph_lost, axis=-1,keepdims=True)\n", "\n", "#e_ph_found, energy_found = ak.broadcast_arrays(e_ph_found, energy_found)\n", "#e_ph_lost, energy_lost = ak.broadcast_arrays(e_ph_lost, energy_lost)\n", "\n", "e_ph_found = ak.to_numpy(ak.flatten(e_ph_found))\n", "energy_found = ak.to_numpy(energy_found)\n", "\n", "e_ph_lost = ak.to_numpy(ak.flatten(e_ph_lost))\n", "energy_lost = ak.to_numpy(energy_lost)\n", "\n", "print(e_ph_found[1])\n", "print(energy_found[1])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "q_e_found = e_ph_found/energy_found\n", "q_e_lost = e_ph_lost/energy_lost" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.hist(q_e_lost, bins=100, density=True, alpha=0.5, histtype='bar', color=\"darkorange\", label=\"lost\")\n", "plt.hist(q_e_found, bins=100, density=True, alpha=0.5, histtype='bar', color=\"blue\", label=\"found\")\n", "plt.xlabel(r\"$E_\\gamma/E_0$\")\n", "plt.ylabel(\"counts (normed)\")\n", "plt.title(r'$E_{ph}/E_0$')\n", "plt.legend()\n", "\n", "\"\"\"\n", "B:\n", "we can clearly see that lost electrons are responsible for higher energy photons\n", "\"\"\"\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", "\n", "ax0.hist2d(e_ph_found, energy_found, density=True, bins=200, cmap=plt.cm.jet, range=[[0,100000],[0,100000]])\n", "ax0.set_xlabel(r\"$E_\\gamma$\")\n", "ax0.set_ylabel(r\"$E_e$\")\n", "ax0.set_title(\"found electron energy against photon energy\")\n", "pcm0 = ax0.pcolormesh([e_ph_found, energy_found])\n", "plt.colorbar(pcm0,ax=ax0)\n", "\n", "ax1.hist2d(e_ph_lost, energy_lost, density=True, bins=200, cmap=plt.cm.jet, range=[[0,100000],[0,100000]])\n", "ax1.set_xlabel(r\"$E_\\gamma$\")\n", "ax1.set_ylabel(r\"$E_e$\")\n", "ax1.set_title(\"lost electron energy against photon energy\")\n", "pcm1 = ax1.pcolormesh([e_ph_lost, energy_lost])\n", "plt.colorbar(pcm1,ax=ax1)\n", "\n", "\"\"\"\n", "B:\n", "concentrated at the E_ph/E_0~1 line especially at lower energies.\n", "lost E_ph to E_0: fewer entries at lower q_e\n", "\"\"\"\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "brem_vtx_x_found = tracked[\"brem_vtx_x\"]\n", "brem_vtx_x_found = brem_vtx_x_found[tracked[\"brem_vtx_x_length\"]!=0]\n", "brem_vtx_x_found = ak.to_numpy(ak.flatten(brem_vtx_x_found))\n", "\n", "brem_vtx_z_found = tracked[\"brem_vtx_z\"]\n", "brem_vtx_z_found = brem_vtx_z_found[tracked[\"brem_vtx_z_length\"]!=0]\n", "#print(ak.to_numpy(brem_vtx_z_found))\n", "brem_vtx_z_found = ak.to_numpy(ak.flatten(brem_vtx_z_found))\n", "\n", "brem_vtx_x_lost = lost[\"brem_vtx_x\"]\n", "brem_vtx_x_lost = brem_vtx_x_lost[lost[\"brem_vtx_x_length\"]!=0]\n", "brem_vtx_x_lost = ak.to_numpy(ak.flatten(brem_vtx_x_lost))\n", "\n", "brem_vtx_z_lost = lost[\"brem_vtx_z\"]\n", "brem_vtx_z_lost = brem_vtx_z_lost[lost[\"brem_vtx_z_length\"]!=0]\n", "brem_vtx_z_lost = ak.to_numpy(ak.flatten(brem_vtx_z_lost))\n", "\n", "#vtx_x_fit= ak.to_numpy(vtx_x_found)\n", "#vtx_z_fit = ak.to_numpy(vtx_z_found)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", "\n", "a0 = ax0.hist2d(brem_vtx_z_found, brem_vtx_x_found, density=False, bins=300, cmap=plt.cm.jet, cmin=1)\n", "ax0.set_xlabel(\"z [mm]\")\n", "ax0.set_ylabel(\"x [mm]\")\n", "ax0.set_title(r\"$e^\\pm$ found brem vertices\")\n", "\n", "plt.colorbar(a0[3],ax=ax0)\n", "\n", "a1 = ax1.hist2d(brem_vtx_z_lost, brem_vtx_x_lost, density=False, bins=300, cmap=plt.cm.jet, cmin=1)\n", "ax1.set_xlabel(\"z [mm]\")\n", "ax1.set_ylabel(\"x [mm]\")\n", "ax1.set_title(r\"$e^\\pm$ lost brem vertices\")\n", "#ax1.set(xlim=(0,4000), ylim=(-1000,1000))\n", "\n", "plt.colorbar(a1[3], ax=ax1)\n", "\n", "\"\"\"\n", "z: VeLo - RICH1 - TT - Magnet - T1,T2,T3 - RICH2 - M1\n", "B:\n", "vertices of lost e photons are more densely concentrated around the beampipe, especially in the z range of the magnet\n", "found: vertices are densely located @ or around the detectors, while there are no clusters in the z range of the magnet\n", "\"\"\"\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "#plot singular tracks by fitting brem vertices\n", "vtx_z_found = tracked[\"brem_vtx_z\"]\n", "vtx_z_found = vtx_z_found[tracked[\"brem_vtx_z_length\"]>3]\n", "\n", "vtx_x_found = tracked[\"brem_vtx_x\"]\n", "vtx_x_found = vtx_x_found[tracked[\"brem_vtx_x_length\"]>3]\n", "\n", "vtx_z_lost = lost[\"brem_vtx_z\"]\n", "vtx_z_lost = vtx_z_lost[lost[\"brem_vtx_z_length\"]>3]\n", "\n", "vtx_x_lost = lost[\"brem_vtx_x\"]\n", "vtx_x_lost = vtx_x_lost[lost[\"brem_vtx_x_length\"]>3]\n", "\n", "def cubic_fit(x, a, b, c, d):\n", " return (a + b*x + c*x**2 + d*x**3)\n" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", "\n", "for i in range(3,6):\n", " popt, pcov = curve_fit(cubic_fit,ak.to_numpy(vtx_z_found[i,:]),ak.to_numpy(vtx_x_found[i,:]))\n", " z_coord = np.linspace(vtx_z_found[i,0],12000,1000)\n", " fit = cubic_fit(z_coord, popt[0], popt[1], popt[2], popt[3])\n", " ax0.plot(z_coord, fit, \"-\", label=\"fit\"+str(i))\n", "\n", "ax0.legend()\n", "ax0.set_xlabel(\"z [mm]\")\n", "ax0.set_ylabel(\"x [mm]\")\n", "ax0.set_title(\"found tracks of brem vertices from few signals\")\n", "ax0.set(xlim=(0,12000), ylim=(-4000,4000))\n", "ax0.grid()\n", "\n", "for i in range(3,6):\n", " popt, pcov = curve_fit(cubic_fit,ak.to_numpy(vtx_z_lost[i,:]),ak.to_numpy(vtx_x_lost[i,:]))\n", " z_coord = np.linspace(vtx_z_lost[i,0],12000,1000)\n", " fit = cubic_fit(z_coord, popt[0], popt[1], popt[2], popt[3])\n", " ax1.plot(z_coord, fit, \"-\", label=\"fit\"+str(i))\n", "\n", "ax1.legend()\n", "ax1.set_xlabel(\"z [mm]\")\n", "ax1.set_ylabel(\"x [mm]\")\n", "ax1.set_title(\"lost tracks of brem vertices from few signals\")\n", "ax1.set(xlim=(0,12000), ylim=(-4000,4000))\n", "ax1.grid()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "endvtx_x_found = tracked[\"all_endvtx_x\"]\n", "endvtx_x_found = endvtx_x_found[tracked[\"all_endvtx_x_length\"]!=0]\n", "endvtx_x_found = ak.to_numpy(ak.flatten(endvtx_x_found))\n", "\n", "endvtx_z_found = tracked[\"all_endvtx_z\"]\n", "endvtx_z_found = endvtx_z_found[tracked[\"all_endvtx_z_length\"]!=0]\n", "#print(ak.to_numpy(brem_vtx_z_found))\n", "endvtx_z_found = ak.to_numpy(ak.flatten(endvtx_z_found))\n", "\n", "endvtx_x_lost = lost[\"all_endvtx_x\"]\n", "endvtx_x_lost = endvtx_x_lost[lost[\"all_endvtx_x_length\"]!=0]\n", "endvtx_x_lost = ak.to_numpy(ak.flatten(endvtx_x_lost))\n", "\n", "endvtx_z_lost = lost[\"all_endvtx_z\"]\n", "endvtx_z_lost = endvtx_z_lost[lost[\"all_endvtx_z_length\"]!=0]\n", "endvtx_z_lost = ak.to_numpy(ak.flatten(endvtx_z_lost))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", "\n", "a0 = ax0.hist2d(endvtx_z_found, endvtx_x_found, density=False, bins=300, cmap=plt.cm.jet, cmin=1)\n", "ax0.set_xlabel(\"z [mm]\")\n", "ax0.set_ylabel(\"x [mm]\")\n", "ax0.set_title(r\"$e^\\pm$ found end vertices\")\n", "\n", "plt.colorbar(a0[3],ax=ax0)\n", "\n", "a1 = ax1.hist2d(endvtx_z_lost, endvtx_x_lost, density=False, bins=300, cmap=plt.cm.jet, cmin=1)\n", "ax1.set_xlabel(\"z [mm]\")\n", "ax1.set_ylabel(\"x [mm]\")\n", "ax1.set_title(r\"$e^\\pm$ lost end vertices\")\n", "#ax1.set(xlim=(0,4000), ylim=(-1000,1000))\n", "\n", "plt.colorbar(a1[3], ax=ax1)\n", "\n", "\"\"\"\n", "z: VeLo - RICH1 - TT - Magnet - T1,T2,T3 - RICH2 - M1\n", "B:\n", "vertices of lost e photons are more densely concentrated around the beampipe, especially in the z range of the magnet\n", "found: vertices are densely located @ or around the detectors, while there are no clusters in the z range of the magnet\n", "\"\"\"\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# try to plot trajectories using all tracker hits (Velo, UT, SciFi)\n", "\n", "velo_x_found = tracked[\"velo_hit_pos_x\"]\n", "velo_z_found = tracked[\"velo_hit_pos_z\"]\n", "ut_x_found = tracked[\"ut_hit_pos_x\"]\n", "ut_z_found = tracked[\"ut_hit_pos_z\"]\n", "scifi_x_found = tracked[\"scifi_hit_pos_x\"]\n", "scifi_z_found = tracked[\"scifi_hit_pos_z\"]\n", "\n", "tracker_x_found = ak.concatenate([velo_x_found,ut_x_found,scifi_x_found], axis=1)\n", "tracker_z_found = ak.concatenate([velo_z_found,ut_z_found,scifi_z_found], axis=1)\n", "\n", "velo_x_lost = lost[\"velo_hit_pos_x\"]\n", "velo_z_lost = lost[\"velo_hit_pos_z\"]\n", "ut_x_lost = lost[\"ut_hit_pos_x\"]\n", "ut_z_lost = lost[\"ut_hit_pos_z\"]\n", "scifi_x_lost = lost[\"scifi_hit_pos_x\"]\n", "scifi_z_lost = lost[\"scifi_hit_pos_z\"]\n", "\n", "tracker_x_lost = ak.concatenate([velo_x_lost,ut_x_lost,scifi_x_lost], axis=1)\n", "tracker_z_lost = ak.concatenate([velo_z_lost,ut_z_lost,scifi_z_lost], axis=1)" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "data": { "image/png": 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okdi2bZv49ddfxRtvvCGWLFlS7/alpqaKNWvWmK9RLt4fNdfSAQEB4rnnnhObN28Wa9euFSaTSYwYMUIoFArx8ssvi02bNol33nlHODg4iO7du4uKigrz8gMCAkT79u1FZGSk+O6778T69etFnz59hFKpFK+88ooYMGCAWLNmjfjpp59EWFiY8PT0FGVlZZc9P44dOybs7e1FRESE+O6778TPP/8sRowYYc6JLj5vXn/9dSFJknjooYfEr7/+KtasWSP69esnHBwczMfx7NmzYvz48QKARd5bsx1Tp04VSqVSzJo1S8TGxopvv/1WdOzYUXh6eoqMjAzzuj777DMhSZKIjo4W3377rdiyZYtYunSpmDFjxhXXc7X71NvbWwQHB4svvvhCbNu2Tfz999/17q+BAwcKV1dXERoaKpYtWyY2b94sZsyYIQBY5Oc151nNNXJqaqp4/PHHBQCxZs0ac7yFhYUiMTFR2NnZiWHDhom1a9eK7du3i2+++UZMmjRJ5Ofn1xvL7t27xahRo4RGo6mVE9Z8l6KiosS3334rtm7dKo4ePSq2b98ulEql6Nmzp1i9erVYu3atGD58uJAkSaxatcq87JrvY1BQkJg1a5bYtGmTePPNN4VcLhf33nuv6NGjh3jttdfE5s2bxXPPPScAiHffffey59rl4m3IeXHy5EkBQHz77bfmZY4cOVJoNBoRGhpqbtu7d68AINavX19vLA3d5wDEnDlzzK8PHTok7OzsRFRUlFi1apVYt26dGDVqlAgMDKz1fan5vkZERIivvvpKbNy4Udx1110CgNixY4e538mTJ8UjjzwiVq1aJbZv3y5+/fVX8fDDDwuZTFYrJ740nmv5nSJqC1gQImqlaooI33//vbnNaDQKHx8f0aVLF2E0Gs3txcXFwsPDQ/Tv39/cdrUFIU9PT1FUVGRuy8jIEDKZTCxcuNDc1qdPH+Hj4yPKy8vNbUVFRUKn012xICSEEKNHj64zppqLxZCQEFFZWXnZZVRVVQmDwSAefvhh0b17d3P7zp07BQDx4osvXvbzNQWhsrIyceeddwqtVmvxR2chhHjsscdEu3btrrg9l1v+xWqO5c0332zRnp+fb04IL5aSkiLUarWYOHGiuW3y5MkCgPjxxx/NbQaDQbi7uwsAFolnbm6ukMvl4qmnnrpsrB9//LEAIH7++WeL9qlTp9b6A3fHjh1F9+7dhcFgsOg7ZswY4e3tbT4fv//+ewGg1oVbaWmp0Ol0tQoHRqNRdO3aVfTu3dvcNnjwYNGuXTvzxXFd6lvPtezTL774ot71XKzmu/PWW29ZtM+YMUPY2dkJk8lkbru4ICSEEHFxcbX2qRBC5OTkCABi8eLFDYrhYjVJSlxcnEX7wIEDBQDx+++/W7Q///zzAoDYu3evRfsjjzwiJEkSp06dEkL8+33s2rWrxe/M4sWLBQAxbtw4i8/HxMQIAKKwsPCq472a8+L+++8XwcHB5tdDhw4VU6dOFS4uLubk86+//hIAxKZNm+qNo6H7/NICTE2RfsOGDRb9pk+fXmdBCID43//+Z9F31KhRIjw8vN51Go1GYTAYxPz584Wrq6vFOXVpPNfzO0VERNSWXFoQauj1YkOvGTp37mzxb/SVODg4WFwnXhrnAw88cMVlVFVVicrKShEaGipmzpxpbp8/f74AIDZv3lzvZy8uCCUmJoqIiAgREREhkpKSLPpFRkaK2267rcHbVdfyL1ZzLf3KK69YtMfGxtZ5jb169WoBQHz66afmtoCAAKHRaERaWpq5LT4+XgAQ3t7eorS01Ny+du1aAUCsW7fusvHefffdQqPRWBRjqqqqRMeOHS3Om5SUFKFQKMTjjz9u8fni4mLh5eUlJkyYYG579NFH68yPd+/eXWfhIDU1VWg0GvNNTcXFxcLZ2VnceOONFteDl6pvPVe7T+VyuTkXuJKaXOPSnCIiIkKMGDHC/PrSgpAQQrz99tu1igZCCPHDDz8IACI+Pr5BMVxs8uTJwsHBoVY7AKHVakVeXp5Fe9++fYWHh4coLi42t1VVVYnIyEjRvn178/6u+T5eerxvu+02AUAsWrTIor1bt26iR48e1xRvQ88LIYRo3769eOihh4QQQuj1euHg4GAuSCUnJwshqguXSqVSlJSU1BtHQ/f5pQWYu+66Szg4OIjs7Gxzm9FoFBEREXUWhOzs7MxxCSFEeXm50Ol0Yvr06fWus+ZvPkOGDBG33377ZeO51t8pIlvHKeOIbMipU6dw4cIFTJo0CTLZv19vR0dH3HnnndizZ89lh1RfzqBBgywe8O7p6QkPDw8kJycDAEpLSxEXF4c77rgDdnZ25n5OTk4YO3bsNW6RpXHjxkGpVNZq//777zFgwAA4OjpCoVBAqVTi888/t5jSYcOGDQBgMVS6Prm5uRg8eDD+/vtv83Dxi/Xu3RsFBQW499578fPPPyMnJ+c6t6zanXfeafF69+7dKC8vr/UAWj8/PwwePLjWVGqSJGHUqFHm1wqFAh06dIC3t7fFM2t0Op3FsavPtm3b4OTkhHHjxlm0T5w40eL12bNncfLkSdx3330AgKqqKvN/o0aNQnp6Ok6dOnXZde3atQt5eXmYPHmyxedNJhNGjhyJuLg4lJaWoqysDDt27MCECRPg7u5+2WXW5Wr3KVD7uFzJpfsrKioKFRUVV5w2rS46nQ4hISF4++23sWjRIhw8eNBiqoVr5eLigsGDB1u0bd26FREREbWe3zNlyhQIIbB161aL9lGjRln8znTq1AkAMHr0aIt+Ne0pKSlXHWdDzwsAGDJkCM6dO4fExERUVFTgzz//xMiRIzFo0CBs3rwZQPXUc2q12jzlZl2udZ/v2LEDTk5OGDlypEX7vffeW2d/SZJq/TZGRUXV+l5u3boVQ4cOhVarhVwuh1KpxCuvvILc3NzLnlNN9TtFRERk6xp6vdhU12lXUte1aVVVFRYsWICIiAioVCooFAqoVCqcOXOmVk4UFhaGoUOHXnE9Bw4cQN++feHp6Ym//voLAQEBFu/37t0bGzZswPPPP4/t27ejvLz8+jcOtbev5hr00uNx1113wcHBodb1e7du3eDr62t+XXMtGh0dbfE8opr2huREQ4YMgaenp7lNLpfj7rvvtui3ceNGVFVV4YEHHrC4brWzs8PAgQPNU59dzq+//gpJknD//fdbLMPLywtdu3Y1L2PXrl0oKirCjBkzrun5UVe7T6OiohAWFtbg5Xt5edXKKeq6zm2obt26QaVSYdq0aVixYkWd0+ddi8GDB8PFxcX8urS0FHv37sX48ePh6OhobpfL5Zg0aRLS0tJq5bVjxoyxeH25nOhat7+h5wVQnRNt2bIFQPV5UlZWhqeeegpubm4WOVHNtIb1udZ9vmPHDgwePBhubm7mNplMhgkTJtS7Hn9/f/NrOzs7hIWF1dpXy5YtQ48ePWBnZ2f+m8/vv/9eaxrPSzXV7xRRa8eCEJENyc3NBQB4e3vXes/Hxwcmkwn5+fnXtGxXV9dabWq12vwPan5+PkwmE7y8vGr1q6vtWtS1XWvWrMGECRPg6+uLlStXYvfu3YiLi8NDDz2EiooKc7/s7GzI5fIGxXL69Gns3bsXt9xyCyIjI2u9P2nSJHzxxRdITk7GnXfeCQ8PD/Tp08d8gdVY23el41nzfg17e3uLYhwAqFQq6HS6Wp9XqVQW+6cuubm5FolPjUv3YWZmJgDg6aefhlKptPhvxowZAHDFP0bXLGP8+PG1lvHmm29CCIG8vDzk5+fDaDSa5x6/WteyT52dna9qHZd+V9RqNQBc08WnJEn4/fffMWLECLz11lvo0aMH3N3d8cQTT6C4uPiql1ejru3Pzc2td7/UvH+xS88rlUp12fYrnW91aeh5AcD8h40tW7bgzz//hMFgwODBgzF06FBzUrtlyxYMGDDgsg+LvdZ9Xt/3pa42oO7vq1qttthPf//9N4YPHw4A+O9//4u//voLcXFxePHFFwFc/pxqqt8pIiIiW9fQ68Wmuk67krrieuqpp/Dyyy/jtttuwy+//IK9e/ciLi4OXbt2tbheyM7ObvB19ObNm5GZmYn//Oc/aNeuXa33P/jgAzz33HNYu3YtBg0aBJ1Oh9tuuw1nzpy55m0D6s6JFApFrZvBJEmCl5dXk1+j5ubmNijHrbluveGGG2pdt65evbpBN+dkZmZCCAFPT89ay9izZ495GdnZ2QBwXTnR1ezTus65y7nS3w6uVkhICLZs2QIPDw88+uijCAkJQUhICN5///1rWl6NS7crPz8fQogmy4muJR8CGn5eANU5UUpKCs6cOYMtW7age/fu5mfubNmyBeXl5di1a9cVi8LXus+vNidqyLmyaNEiPPLII+jTpw9+/PFH7NmzB3FxcRg5cuQVz6mm+p0iau0U1g6AiBpPzT+m6enptd67cOECZDKZ+Q4YOzu7Wg8vB678h/v6uLi4QJIkZGRk1HqvrrZrUdfdTytXrkRQUBBWr15t8f6l2+bu7g6j0YiMjIwrXtD269cPd911Fx5++GEA1Q9mv3gkBAA8+OCDePDBB1FaWoqdO3dizpw5GDNmDE6fPl3r7rlr3b4rHc+L77ppCq6urvj7779rtV96PGvimD17Nu644446lxUeHn7ZddUsY8mSJejbt2+dfTw9PWE0GiGXy5GWlnbF+Otytfv0Wu64a2wBAQH4/PPPAVQXK//3v/9h7ty5qKysxLJly65pmXVtl6ura737BUCTn291aeh5AVQnxGFhYdiyZQsCAwPRq1cvtGvXDkOGDMGMGTOwd+9e7Nmzp0EPwb2Wfd7Q78vVWLVqFZRKJX799VeL4tHatWsb9Pmm+J0iIiKydVdzvdgU12lXUl9O9MADD2DBggUW7Tk5ORbFHHd39wZfRz/zzDNISEgwj3h54IEHLN53cHDAvHnzMG/ePGRmZprvwh87dixOnjx59Rv2j7pyoqqqKmRnZ1sUMIQQyMjIwA033HDN62oIV1fXBuW4NefFDz/8cM3XWW5ubpAkCX/88Yf5prKL1bTV7IfryYmuZp+2hJzopptuwk033QSj0Yh9+/ZhyZIliImJgaenJ+65555rWual2+Xi4gKZTNYic6KGnBcAzLObbNmyBZs3b8awYcPM7S+99BJ27twJvV7foFGC17LPXV1dzcXRi11PTrRy5UpER0fj448/tmhvSOG9qX6niFo7jhAisiHh4eHw9fXFt99+CyGEub20tBQ//vgj+vXrZx4mHxgYiKysLIt/rCsrK7Fx48ZrWreDgwN69+6NNWvWWNz5UlxcjF9++aVBy7iWu4YkSYJKpbK4mMvIyMDPP/9s0e+WW24BgFoXEfWZPHkyVq1ahS+//BIPPPAAjEZjnf0cHBxwyy234MUXX0RlZSWOHTt2VfFfTr9+/aDRaLBy5UqL9rS0NGzdurXWVHaNbdCgQSguLsa6dess2r/99luL1+Hh4QgNDcWhQ4fQq1evOv+rmW6wvtEyAwYMQLt27XD8+PF6l6FSqaDRaDBw4EB8//33ly1e1rcea+/T+jR0FFFYWBheeukldOnSBQcOHGjUGIYMGYLjx4/XWu5XX30FSZIwaNCgRl1fQzT0vKgxdOhQbN261SL5CQsLg7+/P1555RUYDIYGJT8Xa+g+HzhwIIqLi83TU9ZYtWrVVa3vYpIkQaFQQC6Xm9vKy8vx9ddfX9VymvJ3ioiIyNZc6/VifdcMV5vjXGtOdOkfin/77TecP3/eou2WW27B6dOna00FXBeZTIZPPvkETz75JKZMmXLZPMrT0xNTpkzBvffei1OnTl3zNOV1qdnflx6PH3/8EaWlpc2SE/3+++8WebPRaMTq1ast+o0YMQIKhQIJCQn1XrfWqO/af8yYMRBC4Pz583V+vkuXLgCA/v37Q6vVYtmyZRZ5/6XqW4+192l9GpITyeVy9OnTBx999BEANGpO5ODggD59+mDNmjUWMZhMJqxcudJ8A1pza+h5AVSPeoqIiMCPP/6I/fv3m3OiYcOGITs7G4sWLYKzs/NVFVKvZp8PHDgQW7dutcjVTSYTvv/++6vdbLO6ft8OHz6M3bt3X9VymvJ3iqi14QghIhsik8nw1ltv4b777sOYMWMwffp06PV6vP322ygoKMAbb7xh7nv33XfjlVdewT333INnnnkGFRUV+OCDD+otfDTEq6++ipEjR2LYsGGYNWsWjEYj3nzzTTg4OJindbqcLl26YM2aNfj444/Rs2dPyGQyiwvnuowZMwZr1qzBjBkzMH78eKSmpuLVV1+Ft7e3xTDgm266CZMmTcJrr72GzMxMjBkzBmq1GgcPHoS9vT0ef/zxWsseP3487O3tMX78eJSXl+O7776DSqXC1KlTodFoMGDAAHh7eyMjIwMLFy6EVqtt1DvU2rVrh5dffhkvvPACHnjgAdx7773Izc3FvHnzYGdnhzlz5jTauurywAMP4L333sMDDzyA119/HaGhoVi/fn2dRcNPPvkEt9xyC0aMGIEpU6bA19cXeXl5OHHiBA4cOGC+AKyZgu/TTz+Fk5MT7OzsEBQUBFdXVyxZsgSTJ09GXl4exo8fDw8PD2RnZ+PQoUPIzs42J6GLFi3CjTfeiD59+uD5559Hhw4dkJmZiXXr1uGTTz6Bk5PTZddjzX1an5CQEGg0GnzzzTfo1KkTHB0d4ePjg5ycHDz22GO46667EBoaCpVKha1bt+Lw4cN4/vnnGzWGmTNn4quvvsLo0aMxf/58BAQE4LfffsPSpUvxyCOPWCX5cXR0bPB5AVQnt0uXLkVOTg4WL15s0f7ll1/CxcUFPXv2vOw6Dx8+fE37fPLkyXjvvfdw//3347XXXkOHDh2wYcMG8/fl0lGGDTF69GgsWrQIEydOxLRp05Cbm4t33nmnzjsDL9Vcv1NERES2pqHX4A29ZujSpQtWrVqF1atXIzg4GHZ2dhZ/wL1Uly5dsH37dvzyyy/w9vaGk5PTFUfbjxkzBsuXL0fHjh0RFRWF/fv34+233641pVhMTAxWr16NW2+9Fc8//zx69+6N8vJy7NixA2PGjKnzBqB3330XTk5OmDFjBkpKSvDMM88AAPr06YMxY8YgKioKLi4uOHHiBL7++muLmxAbw7BhwzBixAg899xzKCoqwoABA3D48GHMmTMH3bt3x6RJkxptXXV56aWXsG7dOgwePBivvPIK7O3t8dFHH5mfY1kjMDAQ8+fPx4svvohz585h5MiRcHFxQWZmJv7++2/zSAUA5uP/5ptv4pZbboFcLkdUVBQGDBiAadOm4cEHH8S+fftw8803w8HBAenp6fjzzz/RpUsXPPLII3B0dMS7776L//znPxg6dCimTp0KT09PnD17FocOHcKHH3542fVYe5/Wpybe999/H5MnT4ZSqUR4eDi++eYbbN26FaNHj4a/vz8qKirwxRdfAMBV3+x1JQsXLsSwYcMwaNAgPP3001CpVFi6dCmOHj2K7777ziqjpRp6XtQYMmQIlixZYs4FACAoKAhBQUHYtGkTxo0bB4Xi8n8OXrZs2TXt8xdffBG//PILhgwZghdffBEajQbLli0zf1+uJScaM2YMXn31VcyZMwcDBw7EqVOnMH/+fAQFBaGqquqyn22u3ymiVkcQUau0bds2AUB8//33td5bu3at6NOnj7CzsxMODg5iyJAh4q+//qrVb/369aJbt25Co9GI4OBg8eGHH4o5c+aIS38aAIhHH3201ucDAgLE5MmTLdrWrVsnoqKihEqlEv7+/uKNN96oc5l1ycvLE+PHjxft2rUTkiSZP5OYmCgAiLfffrvOz73xxhsiMDBQqNVq0alTJ/Hf//63znUajUbx3nvvicjISKFSqYRWqxX9+vUTv/zyi8U2jR492uJz27ZtE46OjmLkyJGirKxMrFixQgwaNEh4enoKlUolfHx8xIQJE8Thw4evuI31Lb++YymEEJ999pl5n2q1WnHrrbeKY8eOWfSZPHmycHBwqPXZgQMHis6dOzcojrqkpaWJO++8Uzg6OgonJydx5513il27dgkA4ssvv7Toe+jQITFhwgTh4eEhlEql8PLyEoMHDxbLli2z6Ld48WIRFBQk5HJ5reXs2LFDjB49Wuh0OqFUKoWvr68YPXp0rX1z/PhxcddddwlXV1fzuTZlyhRRUVHRoPVczz6tT805l52dbdH+5ZdfCgAiMTHR3FbXd+e7774THTt2FEqlUgAQc+bMEZmZmWLKlCmiY8eOwsHBQTg6OoqoqCjx3nvviaqqqsvGU7PeuLg4i/b6zgkhhEhOThYTJ04Urq6uQqlUivDwcPH2228Lo9Fo7lPf97G+87i+OBoarxANPy/y8/OFTCYTDg4OorKy0tz+zTffCADijjvuuGwMQogG7/OBAweKgQMHWnw2JSVF3HHHHRbfl/Xr1wsA4ueffzb3q+/cqut364svvhDh4eFCrVaL4OBgsXDhQvH555/XOqcujed6fqeIiIjakrqu1YS48vViQ68ZkpKSxPDhw4WTk5MAIAICAi4bT3x8vBgwYICwt7cXAMz/vl/uWik/P188/PDDwsPDQ9jb24sbb7xR/PHHH3Ver+Tn54snn3xS+Pv7C6VSKTw8PMTo0aPFyZMnhRD1X+u9/fbbAoB45ZVXhBBCPP/886JXr17CxcXFfJ0yc+ZMkZOTc9ntq2/59V1LCyFEeXm5eO6550RAQIBQKpXC29tbPPLIIyI/P9+iX305Tl357JVyzIv99ddfom/fvkKtVgsvLy/xzDPPiE8//bTO82bt2rVi0KBBwtnZWajVahEQECDGjx8vtmzZYu6j1+vFf/7zH+Hu7m7Oey9ezhdffCH69OkjHBwchEajESEhIeKBBx4Q+/bts1jX+vXrxcCBA4WDg4Owt7cXERER4s0332zQeq53n9anvlxj8uTJFud+zf6/NKecPXu28PHxETKZTAAQ27ZtE7t37xa33367CAgIEGq1Wri6uoqBAweKdevWXTGe+q676/sbhxBC/PHHH2Lw4MHm/d+3b1+LvxkIUf/3sb7zuKG55eX6NfS8+PnnnwUAMWzYMIv2qVOnCgDigw8+uGIcDd3nNXnrxf744w/Rp08fi+/Lm2++KQCIgoICc7/6zq1Lf7f0er14+umnha+vr7CzsxM9evQQa9eurXVO1RXPtf5OEdk6SYjLjC8lIiIiomu2YMECvPTSS0hJSbnmB/8SERERERG1VsOHD0dSUhJOnz5t7VCICJwyjoiIiKhR1EzP0bFjRxgMBmzduhUffPAB7r//fhaDiIiIiIjI5j311FPo3r07/Pz8kJeXh2+++QabN2/G559/bu3QiOgfLAgRERERNQJ7e3u89957SEpKgl6vh7+/P5577jm89NJL1g6NiIiIiIioyRmNRrzyyivIyMiAJEmIiIjA119/jfvvv9/aoRHRPzhlHBERERERERERERERkY2TWTuAa7Vw4UJIkoSYmBhzmxACc+fOhY+PDzQaDaKjo3Hs2DGLz+n1ejz++ONwc3ODg4MDxo0bh7S0NIs++fn5mDRpErRaLbRaLSZNmoSCgoJm2CoiIiIiIqLGwZyJiIiIiIgu1ioLQnFxcfj0008RFRVl0f7WW29h0aJF+PDDDxEXFwcvLy8MGzYMxcXF5j4xMTH46aefsGrVKvz5558oKSnBmDFjYDQazX0mTpyI+Ph4xMbGIjY2FvHx8Zg0aVKzbR8REREREdH1YM5ERERERESXanVTxpWUlKBHjx5YunQpXnvtNXTr1g2LFy+GEAI+Pj6IiYnBc889B6D6zjZPT0+8+eabmD59OgoLC+Hu7o6vv/4ad999NwDgwoUL8PPzw/r16zFixAicOHECERER2LNnD/r06QMA2LNnD/r164eTJ08iPDzcattORERERER0JcyZiIiIiIioLgprB3C1Hn30UYwePRpDhw7Fa6+9Zm5PTExERkYGhg8fbm5Tq9UYOHAgdu3ahenTp2P//v0wGAwWfXx8fBAZGYldu3ZhxIgR2L17N7RarTmxAYC+fftCq9Vi165ddSY3er0eer3e/NpkMiEvLw+urq6QJKmxdwERERERUYsjhEBxcTF8fHwgk7XKiQhsRkvMmQDmTURERETUtrWEnKlVFYRWrVqFAwcOIC4urtZ7GRkZAABPT0+Ldk9PTyQnJ5v7qFQquLi41OpT8/mMjAx4eHjUWr6Hh4e5z6UWLlyIefPmXf0GERERERHZmNTUVLRv397aYbRZLTVnApg3EREREREB1s2ZWk1BKDU1FU8++SQ2bdoEOzu7evtdemeZEOKKd5td2qeu/pdbzuzZs/HUU0+ZXxcWFsLf3x+nT5+GTqe77Lqp9TAYDNi2bRsGDRoEpVJp7XCoEfCY2iYeV9vDY2qbeFxtT15eHsLCwuDk5GTtUNqslpwzAcyb2gL+ttsmHlfbw2Nqm3hcbY+1jqnBUIDjx59ASelxyOX26NRpMbTOPZpt/VdiMBTg5KnnUVS0DwDg5/cI/No/1CpGnLeEnKnVFIT279+PrKws9OzZ09xmNBqxc+dOfPjhhzh16hSA6rvVvL29zX2ysrLMd8B5eXmhsrIS+fn5Fne8ZWVloX///uY+mZmZtdafnZ1d6066Gmq1Gmq1ula7TqeDq6vrNWwttUQGgwH29vZwdXXlP6w2gsfUNvG42h4eU9vE42q7WkMiZqtacs4EMG9qC/jbbpt4XG0Pj6lt4nG1PdY4pnp9Jg7GPwqBM2jXzhXdun4JZ+cuzbLuhigpOYWTp6bBaEyDs7MTOke8C3f3YdYO66pZM2dqNZN7DxkyBEeOHEF8fLz5v169euG+++5DfHw8goOD4eXlhc2bN5s/U1lZiR07dpgTl549e0KpVFr0SU9Px9GjR819+vXrh8LCQvz999/mPnv37kVhYaG5DxERERERUUvDnImIiIiIrlV5eSr2778HpaVnoFZ5okeP71pUMSgrayP27R+Pioo0aDT+6NXzh1ZZDLK2VjNCyMnJCZGRkRZtDg4OcHV1NbfHxMRgwYIFCA0NRWhoKBYsWAB7e3tMnDgRAKDVavHwww9j1qxZcHV1hU6nw9NPP40uXbpg6NChAIBOnTph5MiRmDp1Kj755BMAwLRp0zBmzJh6H45KRERERERkbcyZiIiIiOhalJSeQfzBydBXZkJj54/u3b+CRuNn7bAAAEKYkJj4ARKTlgAAdC4DEBn5AZTKdtYNrJVqNQWhhnj22WdRXl6OGTNmID8/H3369MGmTZss5uR77733oFAoMGHCBJSXl2PIkCFYvnw55HK5uc8333yDJ554AsOHDwcAjBs3Dh9++GGzbw8REREREVFjYs5ERERERBcrKjqM+EMPwWDIh4NDKLp3+wpqtYe1wwIAGAxFOHZ8JnJztwMA/NpPQYcOsyGT2VRZo1m16j23fft2i9eSJGHu3LmYO3duvZ+xs7PDkiVLsGTJknr76HQ6rFy5spGirJsQAlVVVTAajU26Hlsgl8uhUCg4Hz0RERER0VVqzTkTwLzpaiiVSouiHREREdGV5Ob+gSNHZ8BoLIOzUxS6dfsCSqXLlT/YDEpKTuHwkf9DeXkKZDI1Ooa/Dm/v260dVqvXqgtCrVVlZSXS09NRVlZm7VBaDXt7e3h7e0OlUlk7FCIiIiIiagbMm66OJElo3749HB0drR0KERERtQIZmb/g+PFnIIQBOpcB6NJlKRSKlnEdkZn5G46feA4mUzns7HzRpctSODtFXvmDdEUsCDUzk8mExMREyOVy+Pj4QKVSceTLZQghUFlZiezsbCQmJiI0NBQymczaYRERERERURNi3nR1hBDIzs5GWloaQkNDOVKIiIiILis1dQVOn3kVgICHx2h0jngHMpn1b8Q3maqQcO4dpKT8F0D184I6d14MlUpn5chsBwtCzayyshImkwl+fn6wt7e3djitgkajgVKpRHJyMiorK2FnZ2ftkIiIiIiIqAkxb7p67u7uSEpKgsFgYEGIiIiI6iSEwLnExUhKqn72Y/v2kxAW+gokyfo34FdW5uHosSeRn78LABDgPw3BwbP4vKBGxr1pJRzlcnW4v4iIiIiI2h7mAQ3HEVRERER0OUIYcfLUK7hwYRUAIDgoBoGBj7WIa4ii4qM4cmQGKirOQy63R6eOb8DTc7S1w7JJLAgREREREREREREREdkoo1GPY8dnIjt7IwAZwsPnob3vRGuHBQBIT1+Dk6degsmkh0YTgKguH8PRMdzaYdksFoSIiIiIiIiIiIiIiGxQVVUxDh2ejoKCvZAkFSI7vwcPj5HWDgsmkwFnzr6OtLSvAQCuroPQOWIRlEpnK0dm2zj+nhpMCIFp06ZBp9NBkiTEx8cjOjoaMTEx1g6NiIiIiIjI6pgzERERUUuir8zBgQP3oaBgL+RyR3Tr9kWLKAbp9dk4eHCSuRgUFPgEukZ9ymJQM2BBiBosNjYWy5cvx6+//or09HRERkZizZo1ePXVV819AgMDsXjx4isuS6/X4/HHH4ebmxscHBwwbtw4pKWlNWH0RERERERETYs5ExEREbUU5eUp2L//LhSXHINS6YqePb6FzqWftcNCQeF+xMXdioLCOMjljoiK+hTBwU9CkliqaA7cy9RgCQkJ8Pb2Rv/+/eHl5QWFQgGdTgcnJ6erXlZMTAx++uknrFq1Cn/++SdKSkowZswYGI3GJoiciIiIiIio6TFnIiIiopaguPgE9u2fgPLyFNjZ+aFXz//ByamzVWMSQiAl9UscODAR+spM2Nt3QO8b1sLdbYhV42pr+AyhFkAIgXKDdS7qNUo5JEm6Yr8pU6ZgxYoVAABJkhAQEICkpCRER0ejW7duWLx4MaKjo5GcnIyZM2di5syZAKq37VKFhYX4/PPP8fXXX2Po0KEAgJUrV8LPzw9btmzBiBEjGnELiYiIiIiotWPOxJyJiIiIGiYvbxcOH3kERmMJHB07oVvXL6BWe1g1pqqqEpw4ORtZWesBAJ4eY9Cx4wIoFA5WjastYkGoBSg3GBHxykarrPv4/BGwV135NHj//fcREhKCTz/9FHFxcZDL5bX6rFmzBl27dsW0adMwderUepe1f/9+GAwGDB8+3Nzm4+ODyMhI7Nq1i8kNERERERFZYM7EnImIiIiuLCNjHY6feBZCGNCuXW9EdfnE6s/lKSk5jSNHH0VZ2TlIkhKhHWajffsHGnTDDTU+FoSoQbRaLZycnCCXy+Hl5VVnH51OB7lcDicnp3r7AEBGRgZUKhVcXFws2j09PZGRkdGocRMRERERETUH5kxERERkLUIIpKR8irMJbwEAPDxGoXPEO5DJ1FaNKyNjHU6cfAEmUznUai90ifwQWm13q8bU1rEg1AJolHIcn2+dO7w0ytp3rVmLEIKVYSIiIiIiqoU5UzXmTERERHQpIYw4feZVpKV9DQDw93sYHTo8D0mSWS0mk0mPM2cWIu18dUw6lwHo3Pk9qFSuVouJqrEg1AJIktSgKQhshZeXFyorK5Gfn29xx1tWVhb69+9vxciIiIiIiKglYs5UjTkTERERXcxorMCx4zORnb0JgITQDi/A3/8hq8ZUUXEBR44+hqKiQwCAwMBHERz0JCSp5dxk05ZZr0xINkmlUsFovPzDXnv27AmlUonNmzeb29LT03H06FEmN0REREREZNOYMxEREVFjMBjycTB+ErKzN0GSVIiM/MDqxaDc3D/wd9w4FBUdgkKhRdeozxAS/BSLQS1I27nFippFYGAgdu7ciXvuuQdqtRpubm61+mi1Wjz88MOYNWsWXF1dodPp8PTTT6NLly4YOnSoFaImIiIiIiJqHsyZiIiI6HqVl6ci/tBDKCs7B4XCGVFdPoGLS2+rxSOECYlJHyEx8X0AAk5OkegS+RE0mvZWi4nqxoIQNar58+dj+vTpCAkJgV6vhxCizn7vvfceFAoFJkyYgPLycgwZMgTLly+HXM5qMRERERER2S7mTERERHQ9ioqP4tChh1FZmQO12hvdun4BR8cwq8VjMOTj2PFZyM3dAQDw9bkXoaEvQy5XWy0mqh8LQtRgMTExiImJsWjbvn27xeu+ffvi0KFDV1yWnZ0dlixZgiVLljRihERERERERNbDnImIiIiaUm7uThw5+hiMxlI4OnZEt65fQK32tFo8hYUHcOToE9Dr0yGTqdEx/FV4e99ptXjoylgQIiIiIiIiIiIiIiJqwS6k/4CTJ1+AEEa4uPRHVJelUCicrBKLECakpH6OhIR3IEQVNJoAdIn8CE5OnawSDzUcC0JERERERERERERERC2QEALnEpcgMXExAMDL8zZ06rQQMpnKKvEYDPk4fvxZ5ORuBQB4eoxBx46vWa04RVeHBSEiIiIiIiIiIiIiohanCqdOP4+srJ8BAAEB/4eQ4KchSZJVorGcIk6FsNBX4ONzj9XioavHghARERERERERERERUQtiMBTATvMJsrISIElyhIXNRXvfiVaJpfYUcYHoErkETk4RVomHrh0LQkRERERERERERERELURZWTLiDz0MhSIRcrkDukR+CFfXm60SC6eIsy0sCBERERERERERERERtQAFhftx+PD/wWDIg8nUDj17rEC7dpFWiYVTxNkeFoSIiIiIiIiIiIiIiKwsM/NXHD/xDEymSjg6RiAz4y44OIQ3exycIs52yawdABERERERERERERFRWyWEQFLSUhw99iRMpkq4uQ1F16iVEELb7LEYDPk4fHg6zp59A0JUwdNjDHrfsJbFIBvBEUJERERERERERERERFZgMlXi5KmXkZ7+AwDAz+9BhHaYjaoqU7PHUlCwD0ePxXCKOBvGEULUYEIITJs2DTqdDpIkIT4+HtHR0YiJibF2aERERERERFbHnImIiIiuhsFQhPhDD/1TDJIhLGwOwkJfgiTJmzUOIYw4l7gE+w/cC70+HRpNAHr1/BG+vveyGGRjWBCiBouNjcXy5cvx66+/Ij09HZGRkVizZg1effVVc5/AwEAsXrz4isv69NNPER0dDWdnZ0iShIKCgqYLnIiIiIiIqBkwZyIiIqKGKi9Pxb79dyE/fzfkcnt0jfoUfu0faPY4KirSceDgJCQmLgZggpfXbeh9wzpOEWejWBCiBktISIC3tzf69+8PLy8vKBQK6HQ6ODk5XfWyysrKMHLkSLzwwgtNECkREREREVHzY85EREREDVFYeBBx++5AWdlZqFWe6NljNdzcBjV7HNnZm7H37zEoKNgLudwBEZ3eQeeId6FQODZ7LNQ8+AyhFkAIgfKqcqusW6PQNGjY35QpU7BixQoAgCRJCAgIQFJSEqKjo9GtWzcsXrwY0dHRSE5OxsyZMzFz5kwA1dtWl5opE7Zv394o20FERERERLaLORMRERHZioyMn3Hi5PMwmSrh6BiBrlGfws7Ou1ljMBr1OJuwEGlpXwMAnJwiEdl5Meztg5o1jrYmN63E2iGwINQSlFeVo8+3fayy7r0T98JeaX/Ffu+//z5CQkLw6aefIi4uDnJ57Xks16xZg65du2LatGmYOnVqU4RLRERERERtEHMmIiIiau2EMOHcuUVISv4YAODmNtQqo3FKS8/i6LEnUVJyEgDg7/cwQkKehkymatY42pKKUgP2rjuHfVtOWzsUFoSoYbRaLZycnCCXy+Hl5VVnH51OB7lcDicnp3r7EBERERER2SLmTERERFSfqqpSHD/xNLKzNwEAAvynIyRkFiSp9g0kTUUIgfT073Hq9HyYTOVQKnWIiHgbbq7RzRZDWyNMAid2p2P3TwmoKDGgnoHhzYoFoRZAo9Bg78S9Vls3ERERERFRS8aciYiIiFqriooLOHR4GkpKTkCSVOjU8XV4e9/RrDFUVRXjxMkXkZX1GwBA5zIAERHvQq12b9Y42pKs5CLsXHUamYlFAAAXbwcMHBmIZ760blwsCLUAkiQ1aAoCIiIiIiKitog5ExEREbVGhYUHcPjII6iszIFSqUNU1DK00/Zs5hgO4uixGFRUpEGSFAgOfgoB/lMhSbJmjaOtqCg1YM/P53Dsj/OAAJRqOW4YE4Sowe1RUJBv7fBYEKLGpVKpYDQarR0GERERERFRi8SciYiIqG3IyPgZJ04+D5OpEo4O4YiK+i80Gt9mW78QRiQnf4JziYshhBF2dn6I7LwYWm23ZouhLTGZBE78dQF71p5DRakBABB6gycG3NkBDu3UVo7uXywIUaMKDAzEzp07cc8990CtVsPNza3OfhkZGcjIyMDZs2cBAEeOHIGTkxP8/f2h0+maM2QiIiIiIqJmw5yJiIjItglhwrlzi5CU/DEAwM1tKDpHvAuFwrHZYigvP4/jx2ehoDAOAODpORYdw1+FQuHUbDG0JekJhfhj9WlkpxQDAHQ+Drj5njD4hrlYObLaWBCiRjV//nxMnz4dISEh0Ov1EPU8KWvZsmWYN2+e+fXNN98MAPjyyy8xZcqU5giViIiIiIio2TFnIiIisl1VVaU4fuJpZGdvAgAE+E9HSMjTzTo9W0bGOpw89TKMxhLI5Q4ID5sDL687IElSs8XQVpQW6LHrp7M4vTcTAKCyk6P32GBERvtCLm+ZU/KxIEQNFhMTg5iYGIu27du3W7zu27cvDh06dMVlzZ07F3Pnzm284IiIiIiIiKyMORMREVHbVVFxAYcOT0NJyQlIkgqdOr4Ob+87mm39BkMRTp2eg8zMdQAArXN3dO68CBqNf7PF0FYYDSYc2pqKuPVJqNIbAQmI6O+NPreGwN5ZZe3wLosFISIiIiIiIiIiIiKia1RQuB9HjsxAZWUOlEodoqKWoZ22Z7OtPz//bxw/PgsV+guQJDkCAx9HYMAjkMn45//GJIRA8pFc/Pn9GRRmlwMAvIKdcdPdYfAIcLZydA3DM4KIiIiIiIiIiIiI6BqcP78Kp07PhRAGODqEIyrqv9BofJtl3SaTAYmJ7yMpeRkAAY2dPzp3XgSttnuzrL8tyc8oxZ/fn0XKsVwAgL1Whf63hyCstxckWeuZjo8FISIiIiIiIiIiIiKiq2AyVeL0mddw/vw3AAB395GI6PQWFAqHZll/WVkijh6bieLiIwAAb+/xCAt9GQqFY7Osv62oLK9C3PokHN6aCpNRQCaX0G2oH3reEgiVXesrr7S+iImIiIiIiIiIiIiIrERfmYOjRx5DQWEcAAnBwTMRGDADktT0I0WEELhwYTVOn3kNJlM5FAotOnZ8HZ4etzT5utsSYRI4tTcDu35KQHlRJQAgoIsrbhwfinae9laO7tqxIERERERERERERERE1ABFRUdw+Mj/Qa/PgFzuiM6dF8HdbUizrLuyMg8nTs5GTs4WAICLS39EdHoLdnbezbL+tiIzqQh/rD6NzMQiAIDWQ4Mb7wpFYBc3K0d2/VgQIiIiIiIiIiIiIiK6goyMn3Hi5GyYTHrY2wchqssncHAIaZZ15+Rsw4mTs1FZmQ1JUiEkZBb8/R6CJMmaZf1tQWmhHnt+PoeTu9IBAEq1HL1GB6LrYD/IFbaxn1kQIiIiIiIiIiIiIiKqh8lUhYSEt5CS+jkAwNU1Gp0j3oNS6dzk666qKsHZhLdx4cJqAICDQyg6RyyCk1NEk6+7raiqNCL+91Tsj01Gld4IAAjv64V+t4fAQau2cnSNiwUhIiIiIiIiIiIiIqI6GAwFOHr0SeTl/wkACAx4BMHBMyFJ8iZft0x+DgcOLkJFRRoACf5+DyE4+CnI5XZNvu62QAiBs/uzsGvNWZTk6QEAnkHOuPGuUHgFa60cXdNoNeOcPv74Y0RFRcHZ2RnOzs7o168fNmzYYH5fCIG5c+fCx8cHGo0G0dHROHbsmMUy9Ho9Hn/8cbi5ucHBwQHjxo1DWlqaRZ/8/HxMmjQJWq0WWq0WkyZNQkFBQXNsIhERERER0XVh3kRERETUeEpKTiEu7nbk5f8JmUyDyMglCAl5usmLQUajHucS34ZG8xEqKtJgZ+eLHt1XIjT0BRaDGklmYhHWvH0Amz47hpI8PRxd1Bj2UATufKanzRaDgFZUEGrfvj3eeOMN7Nu3D/v27cPgwYNx6623mpOXt956C4sWLcKHH36IuLg4eHl5YdiwYSguLjYvIyYmBj/99BNWrVqFP//8EyUlJRgzZgyMRqO5z8SJExEfH4/Y2FjExsYiPj4ekyZNavbtbYmEEJg2bRp0Oh0kSUJ8fDyio6MRExNj7dCIiIiIiAjMm6yNORMREZHtyMraiH37x6O8IgV2dn7o1esHeHqMavL1FhcfR9y+25CW9jkkScDT80706f0bXFz6Nvm624KS/Aps/vIYfnhzHzLOFUKhkqH32CBMnNcXYb29IMkka4fYpFrNlHFjx461eP3666/j448/xp49exAREYHFixfjxRdfxB133AEAWLFiBTw9PfHtt99i+vTpKCwsxOeff46vv/4aQ4cOBQCsXLkSfn5+2LJlC0aMGIETJ04gNjYWe/bsQZ8+fQAA//3vf9GvXz+cOnUK4eHhdcam1+uh1+vNr4uKigAABoMBBoPBoq/BYIAQAiaTCSaTqXF2TjPZsGEDli9fjq1btyI4OBhubm744YcfoFQqzdsSHByMJ598Ek8++WS9y8nLy8PcuXOxefNmpKamws3NDbfeeivmz58Prbbu6qvJZIIQAgaDAXJ50w/HrEvNsbz0mFLrxWNqm3hcbQ+PqW3icbU9PJYtA/Mm62LOxN92W8Tjant4TG0Tj2vjEaIKSUnvIzXtvwCAdu36oVPHRVAqXZp0/wpRhdTUz5Cc8iGEqIJSqUNR4W0IDpoJIZQ8ttfJoDfi0O9pOLQlDUZD9XVZWG8P3DA2EA7t1ABMMBia9rqzJRzDVlMQupjRaMT333+P0tJS9OvXD4mJicjIyMDw4cPNfdRqNQYOHIhdu3Zh+vTp2L9/PwwGg0UfHx8fREZGYteuXRgxYgR2794NrVZrTmoAoG/fvtBqtdi1a1e9ic3ChQsxb968Wu3btm2Dvb29RZtCoYCXlxdKSkpQWVl5vbuiWR07dgyenp6IjIwEAJSVlUGhUEAIYU7mTCYTKioqzK/rcvr0aaSkpGDu3Lno2LEjUlNT8dRTTyElJQUrVqyo8zOVlZUoLy/Hzp07UVVV1fgbdxU2b95s1fVT4+MxtU08rraHx9Q28bjajrKyMmuHQJdg3tT8mDNV42+7beJxtT08praJx/U6SSWws/saCsUZAEBl5UCkpY5BWurupl2tlAU7zbeQy1MAAFWGLigpuQsQjjym10kIoOyCAkWn1DDqqydMU7lUoV0nPcq0CdixK6HZYmkJOVOrKggdOXIE/fr1Q0VFBRwdHfHTTz8hIiICu3btAgB4enpa9Pf09ERycjIAICMjAyqVCi4uLrX6ZGRkmPt4eHjUWq+Hh4e5T11mz56Np556yvy6qKgIfn5+GDRoEFxdXS36VlRUIDU1FY6OjrCzq57vUQiBqkrr3PWmUMkgSVceBvfggw/iq6++AgC4uLggICAA586dw+DBg9G1a1e89957GDx4MFJTU/HCCy/ghRdeAACLaSVq9O3bF2vXrjW/7tq1K8rLy/HAAw/A3t4eCkXt07KiogIajQY333yzeb81N4PBgM2bN2PYsGFQKpVWiYEaF4+pbeJxtT08praJx9X25ObmWjsE+oct5k3MmZgzkfXwuNoeHlPbxON6/YqKD+OrY5/hkGEAOksemBh+Jzzcm3aKOCFMSE//DucSF8NkqoBc7ogOIS/Dw2McqqqqeEyvU8a5Quz+8RzyU0oAAE46NfrcFoSgbm4Nur5rbC0hZ2pVBaHw8HDEx8ejoKAAP/74IyZPnowdO3aY37/0IAohrnhgL+1TV/8rLUetVkOtVtdqVyqVtb6sRqMRkiRBJpNBJquuSBr0Rnw284/LxtlUpr0/EEr1lR8l9cEHH6BDhw749NNPERcXB7lcbo6/ZnvWrFmDrl27Ytq0aZg6dSoAmPtcSXFxMZydnaFSqep8XyarTsLq2qfNrSXEQI2Lx9Q28bjaHh5T28Tjajt4HFsOW8ybmDMxZyLr43G1PTymtonH9eoJIXDhwip8e/o3vIunIZOMiIUcUaogjGjCfVlRkY4TJ55HXv6fAAAXl/6I6PQm7Ox8APx7vcVjevWKcsqx+6cEnN2fBQBQ2snR65ZARA1uD4XSOlPrAi0jZ2pVBSGVSoUOHToAAHr16oW4uDi8//77eO655wBU36nm7e1t7p+VlWW++83LywuVlZXIz8+3uNstKysL/fv3N/fJzMystd7s7Oxad9G1NVqtFk5OTpDL5fDy8qqzj06ng1wuh5OTU7196pKbm4tXX30V06dPb6xwiYiIiIjaLOZN1sGciYiIqPUxGitw6vQcpKf/gGOYAplkgglyyAHsyi/BCLe6n913PYQQSE//AafPvAajsQQymR06hDyL9u0nQZIadqMI1U1fZsD+2GQc3poGY5UJkICIAT7oMy4Y9s5131TT1rSqgtClhBDQ6/UICgqCl5cXNm/ejO7duwOonj95x44dePPNNwEAPXv2hFKpxObNmzFhwgQAQHp6Oo4ePYq33noLANCvXz8UFhbi77//Ru/evQEAe/fuRWFhoTn5aQoKlQzT3h/YZMu/0rqtqaioCKNHj0ZERATmzJlj1ViIiIiIiGyRLeRNzJmYMxERETW28vJUfHbwA+yvcEYEemOIVxhiM2WQAzAC6O/i2OjrrKhIx8mTLyA3bycAwNm5GyI6vQ0Hh+BGX1dbYqwy4eiO89i3PgkVpQYAgG94O9x4Vyjc2jtZObqWpdUUhF544QXccsst8PPzQ3FxMVatWoXt27cjNjYWkiQhJiYGCxYsQGhoKEJDQ7FgwQLY29tj4sSJAKrv1nr44Ycxa9YsuLq6QqfT4emnn0aXLl0wdOhQAECnTp0wcuRITJ06FZ988gkAYNq0aRgzZky9D0ZtDJIkQam23lA1aykuLsbIkSPN85q3hCFzREREREStma3mTcyZmDMRERE1ptzcHVh+dAXeNj3xzxRxY7HCIwgrPKpHBvV3cWzU0UG1RwWpEBw0E/7+D0OS2t41TmMRQiDhQDZ2r01AUXY5AMDFyx797+iAgC6uVnlOUEvXagpCmZmZmDRpEtLT06HVahEVFYXY2FgMGzYMAPDss8+ivLwcM2bMQH5+Pvr06YNNmzbByenfCuB7770HhUKBCRMmoLy8HEOGDMHy5cshl//7pfvmm2/wxBNPYPjw4QCAcePG4cMPP2zejW3FVCpVnQ9FvVRRURFGjBgBtVqNdevWWe2hp0REREREtoR5U8vHnImIiMh6hDAhKekjnEt8H0cwudYUcfNCfRt9mri6RwW9CQeHDo26nrYmPaEQu348g4xzRQAAjbMKfcYGoVN/b8jknHqvPq2mIPT5559f9n1JkjB37lzMnTu33j52dnZYsmQJlixZUm8fnU6HlStXXmuYbV5gYCB27tyJe+65B2q1Gm5ubrX6FBcXY/jw4SgrK8PKlStRVFSEoqLqL667u7tFoklERERERA3HvKnlY85ERERkHQZDIT6LX4K9xQIR6ImbXF0Rm9d0U8RxVFDTKMgsw+61CTh3MBtA9fS+3Yf5o9swf6jsWk25w2q4h6hRzZ8/H9OnT0dISAj0ej2EELX67N+/H3v37gUA88NuayQmJiIwMLA5QiUiIiIiImp2zJmIiIiaX1HREXxxaBneqJr67xRxvkFY4ds0U8RxVFDjKy+uRNxvSTi28zxMJgFJAjr190bvscFwaKe2dnitBgtC1GAxMTGIiYmxaNu+fbvF6759++LQoUOXXU50dHSdSQ8REREREVFrxpyJiIioZRFC4Pz5b3H6zGuIFxMhk4xNOkUcRwU1vqpKIw5tTcWB2GRUVlRPuxsQ6Yp+t4fA1bdxR3W1BSwIEREREREREREREZFNqaoqweeHPsbuwgpEIAr9nBWILZY32RRxtUcFdf9nVFBIo66nrRAmgVN/Z2Dvz+dQkq8HALj5OaL/nR3g11Fn5ehaLxaEiIiIiIiIiIiIiMhmFJecxBeHlmJh5UPmKeKWBwRihSQ1+hRxQphw4cJqnDn7BkcFNZLU43nY9dNZ5KSWAAAcXdToe2swwnp7QZJJVo6udWNBiIiIiIiIiIiIiIhavZop206dnoODpnstpojbXVDa6FPElZUl4cTJF1BQUP3sP44Kuj5ZyUXY/VMC0k7mAwBUdnL0vCUQUYPaQ6Fica0xsCBERERERERERERERK2a0ViGU6fmID1jDQCgj5OE2JKmmSLOZKpCauoXOJe4GCaTHjKZBiEhs+DX/gGOCroGBZll2PPzOSQcyAIAyOQSIgf6oteoQGgcVVaOzrawIERERERERERERERErVZp6VkcOfoYSkvPAJAhJHgWBgdMQ3BucaNPEVdcfBwnTs5GcfFRAIDOZQA6dnwdGo1foyy/LSkt0OPv3xJx4q90CJMAJCC8txd6jw2Cs5vG2uHZJBaEiIiIiIiIiIiIiKhVSs9Yi1OnXobRWAaVygORnRfDxaUPAGCEm7bRCkFGox5JSUuQnPIphDBCoXBGaOiL8Pa6E5LE59pcDX2ZAQc2puDw1lRUGUwAgMAuruhzawjc2jfeSC6qjQUhIiIiIiIiIiIiImpVjMYKnD7zKi5cWAWgeqROROdFUKvcGn1dBQX7cOLkbJSVnQMAuLuPRHjYXKjV7o2+LltWVWnE4e1pOBCbDH1ZFQDAK1iLfreHwCe0nXWDayNYECIiIiIiIiIiIiKiVqO09CyOHnsSJSUnAUgICnoCQYGPNvrze6qqinE24R2cP78SAKBSuSM8bB48PEY06npsnclowsk9GYj7NREl+XoAgIu3A/rdFozAKDeOsGpGLAgRERERERERERERUYsnhEB6+vc4dXo+TKZyKJWuiOz8HnS6AY2+rpycbTh56mXo9ekAAB/vCejQ4XkolY0zBV1bIIRAYnwO9vycgPyMMgCAo4savccGI7yvF2QyFoKam8zaAVDrIYTAtGnToNPpIEkS4uPjER0djZiYGGuHRkREREREZHXMmYiIiJpOVVUxjh57EidOzobJVA6dy43o0/u3Ri8G6StzcPRYDA4d/g/0+nRo7PzRvdtX6NRpIYtBV+H8qXz8+NZ+bPjkCPIzyqB2UGDA+A64b35fdOrvzWKQlXCEEDVYbGwsli9fju3btyM4OBhubm5Ys2YNlEqluU9gYCBiYmKumPBMnz4dW7ZswYULF+Do6Ij+/fvjzTffRMeOHZt4K4iIiIiIiJoGcyYiIqKmUVh0CEePPomKilRIkgIhwU/B338qJKnxxjsIYcJ3p9djS/oxdDSloydk8Pd7EMHBMZDL7RttPbYuI7EQe38+h7ST+QAAhUqGbkP90W2YP9QaliOsjUeAGiwhIQHe3t7o37+/uU2n013Tsnr27In77rsP/v7+yMvLw9y5czF8+HAkJiZCLm/cuT6JiIiIiIiaA3MmIiKixiWECSkpnyHh3LsQogp2du0R2XkxtNrujbqektIzWHFkOV4tvwsy4Y310gh8HCIh1L9ro67HluWkFWPvukQkHc4BAMjkEiJu9EGvUYFw0KqtHB3VYEGoBRBCQBhMVlm3pJQ16KFdU6ZMwYoVK6o/I0kICAhAUlISoqOj0a1bNyxevBjR0dFITk7GzJkzMXPmTADV21aXadOmmf8/MDAQr732Grp27YqkpCSEhIQ0wpYREREREZGtYM7EnImIiNoefWUOjh9/Gnl5fwAAPDxGoWP461AqnRttHUZjBZKSPkJyyn8RJ+6DTDLCJMkhBxCvd8PtjbYm25WfUYq/f03E2X1ZAABJAsL7eeOGUYFwdtNYOTq6FAtCLYAwmHDhlV1WWbfP/P6QVFe+u+z9999HSEgIPv30U8TFxdV5R9qaNWvQtWtXTJs2DVOnTm1wDKWlpfjyyy8RFBQEPz+/q4qfiIiIiIhsH3Mm5kxERNS25Ob9iePHZ6GyMgcymR3CQl+Gj8/dDbpJo6Hy8v7CV8dXIb7SAxHoir7OcsQWVxeDjAD6uzg22rpsUVFOOeJ+S8SpPRmoub8ltJcHbhgTBBcvB+sGR/ViQYgaRKvVwsnJCXK5HF5eXnX20el0kMvlcHJyqrfPxZYuXYpnn30WpaWl6NixIzZv3gyVStXYoRMRERERETU55kxERETXz2Qy4Ny595Cc8gkAwMEhDJGRH8DRIbTR1lFZmYszZxbgt8w0LJJmQyYZEYuxWB4QiBWShF35Jejv4ogRbtpGW6ctKS3QY9/6JBz/6wJMxupKUGCUG/qMC4ZbexbRWjoWhFoASSmDz/z+V+7YROu2lvvuuw/Dhg1Deno63nnnHUyYMAF//fUX7OzsrBYTERERERG1PMyZmDMREZHtKy9PwdFjM1FUFA8A8PWdiNAOL0Iub5x/94QQWHVmAzZfOIqOpjQcRxfIYIIJ1aOCdheUYl6oLwtB9SgvqcSB2GQc2XEexn+m8vXr5ILe44LhFcR91lqwINQCSJLUoCkIbI1Wq4VWq0VoaCj69u0LFxcX/PTTT7j33nutHRoREREREbUgzJmYMxERke0SQiA940ecPj0fRmMpFApndOq4EB4eIxttHaWlCVh+dDleLbsTMuGJ9dJw/J8XYMoAp4i7An2ZAfFbUnHo91QY9EYAgHeIFn1uDYZvmIuVo6OrxYIQNSqVSgWj0XhNnxVCQK/XN3JERERERERELQdzJiIion8ZDAU4efIlZGVvAAC0096AiIh3odH4NsryN2RlY0PKbvgVr8Yx0REyyQiTVD0iSCjcsaKLI6eIq0dlRRWObE/DwU0p0JdVAQDc/Z3Q59Zg+EfoGvV5TtR8WBCiRhUYGIidO3finnvugVqthpubW60+586dw+rVqzF8+HC4u7vj/PnzePPNN6HRaDBq1CgrRE1ERERERNQ8mDMRERFVy8vbheMnnoFenwFJUiA46EkEBEyHJDXOqOD/JezEEynOkAlfmKRncI8mDqYKucWIoBFuWhaCLlFTCIrfnIqKUgMAwMXbAX3GBSG4mzsLQa0cC0LUqObPn4/p06cjJCQEer0eQohafezs7PDHH39g8eLFyM/Ph6enJ26++Wbs2rULHh4eVoiaiIiIiIioeTBnIiKitmxjTiH+zCtEsH4z/LMXAhCwtw9C54hFcHaOapR1lJen4vTp+Vif6w8ZRv0zIkjA2e0WrHBx4oigelRWVOHojvM4uCnFXAjSemhww+gghN7gCZmMhSBbwIIQNVhMTAxiYmIs2rZv327xum/fvjh06NBll+Pj44P169c3cnRERERERETWxZyJiIiofhtzCjH5SCJkMMGEnngKPTHWpwPCQl+EXG5/3cs3mfRITv4USckfw2TSo7PUF7EY+8+IIAkDXJw4IqgO5kLQ5hRUlFxUCBoVWF0IksusHCE1JhaEiIiIiIiIiIiIiKjJCCEQm/o3ZNDBBDlkMCLb7Ul06ti/UZafm7sTp07PRXl5MgDAxaUfZoTNQ1S5G0cE1cOgN+LIjupnBJkLQe4a9BodiDAWgmwWC0JERERERERERERE1Og25hRiZ04W2hevgnfxUZik2f+MEJJjqE/n615+RUU6zpx5HVnZGwAAKpUHQkNfgKfHGEiShBEOYCHoEga98Z8RQckoL64uBDm7V48ICuvNQpCtY0GIiIiIiIiIiIiIiBrVv1PEGWHCWMySTuEd73M4Le9tnr7tWplMBqSmfonEpCUwGssgSXK0b/8AgoOehELh1IhbYTsMlf8UgjZdVAhys0OvUUEI78NCUFvBghARERERERERERERNZqqqmL8khALmegAk1Q9RVye53N4pmOX6152fv5enDo9B6WlZwAAWm1PhIfPh5Njx+teti0yVBpxbOd5HNh4aSEoEGF9vCBnIahNYUGIiIiIiIiIiIiIiK7LxpxC/JVfgq7K8/C68DT8K7wtpoiL9vC/ruVXVKTjbMKbyMz8BQCgVOrQocNz8Pa6A5LEosalKiuqcGznBRzckoLyokoA1YWgnrcEIrwvC0FtFQtCRERERER0XYQQyEkttnYYRERERGQl/04PZ4IJKjwlvDHALgMhPgYcNvigv4vjNU8RZzTqkZr6ORKTlsJkKgcgwdf3XoQEz4JS2a5Rt8MW6MurcGRbGg79noqK0uoRQU6u1SOCWAgiFoSIiIiIiOiqCZNAZlIREg5kIeFgNrLSc60dEhERERFZybbMmmcFySETRqQ43omneoyCQuGIO69xmUII5OT8jjNnXkd5RQqA6unhwsJegbNTZOMFbyMqSgw4tDUVh7elobK8CgCgddeg5y0BnBqOzFgQIiIiIiKiBjGZBDISCs1FoNICvfk9hYoJJhEREVFbsjGnEH/mFSKkcjtcszfAhOeqi0KSHGODR0ChcLzmZZeWJuD0mVeRl/cHAECt8kSHDs/D03MsJElqrE2wCWVFlYjfnIIjO8+jSm8EALh4O6DXLQHo0NMDMhaC6CIsCBERERERUb1MRhMunClAwoFsJMRnm+cfBwClnRyBXdwQ0sMdjl7AzE+sGCgRERERNRvLKeKi8JT4DfPb/Y4Uh9txk6vrNU8PV1VVjMTEJUhNWwEhqiBJKvj7P4zAgEegUDg08la0biX5ehzclIxjf16A0WACALj5OaLXLYEI7uYOScbCGdXGghA1mBAC06dPxw8//ID8/HwcPHgQMTEx6NatGxYvXmzt8IiIiIiokRirTDh/Kh8JB7Jw7lAOKkoM5vfU9goERbkhuIcH/Dq5QKGUAwByczllHBFzJiIiaguEMGJD8m7I4F49RRyMyHJ9HM92vfE6lmlCevoanE14CwZD9XWlm9sQhHZ4Afb2gY0UuW0oyinHgY3JOLE7HaYqAQDwCHTGDaMCEdDFlSOo6LJYEKIGi42NxfLly7F9+3YEBwfDzc0Na9asgVKpNPcJDAxETEwMYmJiGrRMIQRGjRqF2NhY/PTTT7jtttuaJngiIiIiuiyD3oiU47k4F5+NpMO55nnHAcDOQYngbtVFoPbhLpArOO0EUV2YMxERka0rK0vG8RPPwqcQMEmz/xkhJMcw3y7XvMzCwnicPj0PRcWHAQD29kEIDX0Jbq7RjRS1bSjILMP+2CSc2psJYaouBHl30OKGUUFo38mFhSBqEBaEqMESEhLg7e2N/v37m9t0Ot11LXPx4sX8sSIiIiKykopSA5KP5CDhYDZSj+eh6p+pJgBA46xCSDd3hPRwh09oO849TtQAzJmIiMhWCWFCWtpXOJvwDkymcvSWO+A97ws4IUVhgIvTNU0Rp9dnIyHhbaRn/AgAkMsdERT0GPzaT4ZMpmrsTWi18i6U4tCW8zi7LxOiug4Ev04u6DUqED6hLtYNjlodFoRaACEETKZyq6xbJtM0KLmYMmUKVqxYAQCQJAkBAQFISkpCdHS0efqD6OhoJCcnY+bMmZg5cyaA6m2rz6FDh7Bo0SLExcXB29u7cTaIiIiIiC6rtFCPxEM5OHcwC+dPFcBk+vd6zdnNDsHd3BHczR2ewVrIOO84tRDMmZgzERGR9ZSVJeL4iedQWLgfANCuXR9EdHoLGk37q17WxpxC/JFXgDDDLvjnLIDRWAYA8Pa6EyEhz0Ctdm/U2FuzjHOFyNmnwQ8bDpjbAru4ouctgfAKvrZnNBGxINQCmEzl2L7j2odVXo/ogUcgl9tfsd/777+PkJAQfPrpp4iLi4NcLq/VZ82aNejatSumTZuGqVOnXnZ5ZWVluPfee/Hhhx/Cy8vrmuMnIiIioisrzC7HufhsnDuYjYzEQuCivz/rfBwQ3L26COTW3pEjEahFYs7EnImIiJqfEEakpH6Bc+feg8mkh1zugA4dnoevzz2QpKsfPR6bXYApR5MggxEmdMJTIgKDnA0IC30ZWm33JtiC1kcIgeSjuTiwMRnpZwsBKAAJCOnujp4jA+Hu72TtEKmVY0GIGkSr1cLJyQlyubzeZESn00Eul8PJyemKCcvMmTPRv39/3HrrrU0RLhEREVGbJoRA3oVSJBzMxrn4bOSmlVi87xnkbB4J1M7zyn/oJqIrY85ERES2pKT0DE6ceB5FRfEAAJ3LjejYcQE0Gt+rWs7GnEL8lV+CbqpMxKb+DZm4ASZJDhmMyHJ9FL2ibrym4pKtMRlNOHsgCwdiU5B7vvraXSaXoPHWY/SD/eDuyxFB1DhYEGoBZDINogcesdq6m9u6deuwdetWHDx4sNnXTURERGSrhEkgM6kI5w5mIyE+G0XZ/06vJckk+Ia1Q3A3dwR1dYeji9qKkRJdPeZMREREzcNkqkJKyn9xLvEDCFEJhcIJoR1ehLf3+KseSb4xpxCTjyRCBhNMkOFWkQqT1BcyCJggxzDfrm2+GFRlMOLk7gwc3JSMopwKAIBCLUfkTT7oPNAbO3b9jnYevIGLGg8LQi2AJEkNmoLAVmzduhUJCQlo166dRfudd96Jm266Cdu3b7dKXEREREStjdFowoXTBdXTwcVno6yw0vyeXCGDX4SuuggU5QY7R6UVIyW6PsyZqjFnIiKiplRcchInTjyL4uJjAABX10Ho2PE12KmvfurSqqoS/Ja0AzL4wgQ5ZMIIpUMXfOavQ1yJHP1dHDHCre2OetGXV+HYzvOI/z0V5UXV1/B2DkpEDW6PLtHtYeeghMFgsHKUZItYEKJGpVKpYDQaL9vn+eefx3/+8x+Lti5duuC9997D2LFjmzI8IiIiolavsqIKqcfzkHgoB0lHcqAvqzK/p7STI7CLG4K7ucO/sw4qO17uE7U0zJmIiKilMZkqkZS8DElJSyGEAQqFFmGhL8PL67arGhW0MacQf+YXoZM4BL+sV9G+MhAmaXb1CCFJjrEht2CEmxZjmnBbWrqyokoc2pqKo9vTUFlRfT3gqFOj+zB/dOrvA6W69jMIiRoTM0RqVIGBgdi5cyfuueceqNVquLm51erj5eVV53zZ/v7+CAoKao4wiYiIiFqV0kI9kg7nIPFQDtJO5sNYZTK/p3FSIijKDcHdPdA+3AVyZduedoOopWPORERELUlR8VGcOPEcSkpOAgDc3YYhPHw+1GqPq1rOv9PDGWFCezwlAnGjJhuBHoU4agrBABenNj0iqDC7HPGbU3BiV7r5Wt7F2wE9Rvgj9AZPyOW8hqfmwYIQNar58+dj+vTpCAkJgV6vhxDC2iERERERtTpCCOSnlyHxcDYSD+UgM7HI4n1ndw2CurohuKsbvELaQSa7uvncich6mDMREVFLYDSW4dy5xUhJ/RKACUqlDuFhc+DhMbrBo4I25hTir/wS9LArxMbUvyETXWCS5JDBiPR2D6Nvt2jIZCpMaNpNadEyE4twcHMKzh3MQs0/+Z5BzugxIgBBUW6QeB1PzYwFIWqwmJgYxMTEWLRdOnd13759cejQoateNpMgIiIiautMJoGMhEIkHqouAhVml1u87xHojKCubgjq6gadt8NVP9SXiJoecyYiImoNcnN34uSpl1FRkQYA8PQYg7CwV6BSuTZ4Gf+OCDLBBBluFWdgkrr981qOkf59IJOpmmoTWjRhEkg6mov4zSm4cKbA3O4foUOPEQHwCWvHa3myGhaEiIiIiIisxFBp/Od5QNlIOpKLipJ/HxwrU0hoH66rLgJFucGhndqKkRIRERFRa1dZmYszZ15HRubPAAA7tQ/Cw+fDzW3QVS2nqqoYvyXtgAy+MEEOmTBCrgnHJ34aHCh3RH8XxzY5PVyVwYjTezMRvyUF+RllAACZXELYDZ7oNswfrr6OVo6QiAUhIiIiIqJmVVZUiaQj1c8DSj2RB6Ph3+cBqe0VCOjiiqAod/h31kFlx8t1IiIiIro+QghkZKzB6TMLUFVVAEAGP7/JCA6aCYXCocHLMZkqcf78d0hM+hDtDcEwSbOrRwRJctwaeitGuGlxa5NtRctVUWLA0Z3ncXh7GsqLKgEAKjs5Ot/si6hBfnB04Y1d1HK0mqdVLVy4EDfccAOcnJzg4eGB2267DadOnbLoI4TA3Llz4ePjA41Gg+joaBw7dsyij16vx+OPPw43Nzc4ODhg3LhxSEtLs+iTn5+PSZMmQavVQqvVYtKkSSgoKGjqTSQiIiIiG1WQWYYDm5Kx5u39+PK5P7Ht65NIOpwDo8EEJ1c7RA1uj1tndseDb9+IYQ92RoeeHiwG0TVh3kREREQXKytLRnz8ZBw/8Syqqgrg6NgRN/T6EWGhLzW4GCSEQGbmb9izdwROn5kPgyEPN9nn4QP/QvynvQdWdAlqkyOCinLKsXPVaax44S/sXXcO5UWVcHRRY8D4Dpi8cAD639GBxSBqcVpNlrljxw48+uijuOGGG1BVVYUXX3wRw4cPx/Hjx+HgUP3j9dZbb2HRokVYvnw5wsLC8Nprr2HYsGE4deoUnJycAFTP6fzLL79g1apVcHV1xaxZszBmzBjs378fcrkcADBx4kSkpaUhNjYWADBt2jRMmjQJv/zyi3U2noiIiIhaFZPRhIxzRUg6koOkwznmKSNquPs7/fM8IHe4+vJ5QNR4mDcRERERAJhMBqSmfoFziR/AZKqATKZGUNCT8Pd7CDKZssHLyc/fi7Nn30BR8WEAgErljqCgJ+DjPQH9ZApMaKoNaMEyk4oQvzkFCQeyUPOIPzc/R3Qb6o8OvTwgl7eaMRjUBrWaglBNklHjyy+/hIeHB/bv34+bb74ZQggsXrwYL774Iu644w4AwIoVK+Dp6Ylvv/0W06dPR2FhIT7//HN8/fXXGDp0KABg5cqV8PPzw5YtWzBixAicOHECsbGx2LNnD/r06QMA+O9//4t+/frh1KlTCA8Pb94NJyIiIqJWQV9mQMqxPCQdyUHysVzoS6vM78nkEnzDXRAU5Yagrm5wdLGzYqRky5g3ERERUVHRYZw4+QJKSk4AAFxc+qFj+Guwtw9s8DJKSk4jIeFt5ORuBQDI5Q7w958Kf7+HrmqaOVshTAJJR3MRvzkFF84UmNv9I3ToNtwf7cNdeJMXtQqtpiB0qcLCQgCATqcDACQmJiIjIwPDhw8391Gr1Rg4cCB27dqF6dOnY//+/TAYDBZ9fHx8EBkZiV27dmHEiBHYvXs3tFqtOakBgL59+0Kr1WLXrl11JjZ6vR56vd78uqioCABgMBhgMBgs+hoMBgghYDKZYDKZQA1jMpkghIDBYDDfkdjcao7lpceUWi8eU9vE42p7eExtk60c14KsMqQczUPy0TxkJBRCXHR5p7ZXwC/CBQGRrvCLcIFK8++ld2vf7rrY4jbZAuZNbQdzJmoqPK62h8fUNlUfz3IsP/IZ/irIRQQc0EehRXDwc/D0uB2SJDXomFdUXEByykfIzPwJgAmSpICX1wQE+M+ASuUGIdrWuWPQG3FqTyaO7jiPouwKAIAkk9ChlzuiBreHq291cayqqupyi7m2dfO7anNawrFslQUhIQSeeuop3HjjjYiMjAQAZGRkAAA8PT0t+np6eiI5OdncR6VSwcXFpVafms9nZGTAw8Oj1jo9PDzMfS61cOFCzJs3r1b7tm3bYG9vb9GmUCjg5eWFkpISVFZWNmRzCUBlZSXKy8uxc+fOJvmBvRqbN2+26vqp8fGY2iYeV9vDY2qbWttxFSZAny9HRZYCFdkKVJVaTgehcDTCzr0KGg8jVO2MqJDl41TmOZzKtFLAzaisrOzKnahZMW9qW5gzUVPjcbU9PKa2REChiMdJh2S8V/gkZDAiVhqDGcXJKNgPABuuuARJKoZS9TuUyr8gSUYAQJUhCnr9KJwp8sCZ03837Sa0MFXlEkqSVShNVUJUVY/8kRQCDn4GOAZUolxThL2HEoBDTR8Lv6u2oyXkTK2yIPTYY4/h8OHD+PPPP2u9d+nQPCHEFYfrXdqnrv6XW87s2bPx1FNPmV8XFRXBz88PgwYNgqurq0XfiooKpKamwtHREXZ2nCqkoSoqKqDRaHDzzTdbbb8ZDAZs3rwZw4YNg1LZ8LlWqeXiMbVNPK62h8fUNrWm41pRakDq8XwkH81F2ol8VJYbze/J5BK8O2gREKmDf2cdnN01VozUunJzc60dAl2CeVPbwpyJmgqPq+3hMbUtv1w4g41puxGiP4ETiIQMRpgkOeQAKjv0wKhgr8t+vqqqGGlpX+L8heUwGqv/WK3V9kZQ4FNwdu7W9BvQggghcGDDDpz4Yx9KCtwgU4QAALTuGkRG+yCsjyeU6uYbhcvvqu1pCTlTqysIPf7441i3bh127tyJ9u3bm9u9vKp/3DIyMuDt7W1uz8rKMt/95uXlhcrKSuTn51vc7ZaVlYX+/fub+2Rm1r6FMzs7u9ZddDXUajXUanWtdqVSWevLajQaIUkSZDIZZDI+YKyhZDIZJEmqc582t5YQAzUuHlPbxONqe3hMbVNLPK5CCOSnlyHpSA6SjuRUTwUn/n3fzlGJwEhXBHRxg3+EzmIquLaspR3Hto55U9vDnImaGo+r7eExbd2Mxgp8feJ/eD47CjLRDSapJ0YbDsCkrC4GGQHc5Opc7zE2GiuQlvYVkpI/QVVVAQDAyakLQkKehs5lQJt6Ho7RaELCgSzsXrMFOedWAZAACHiHT0T/8cMREOkKSWa9/cHvqu1oCcex1VxZCyHw2GOPYc2aNdi6dSuCgoIs3g8KCoKXl5fFELrKykrs2LHDnLT07NkTSqXSok96ejqOHj1q7tOvXz8UFhbi77//HQa5d+9eFBYWmvu0VUIITJs2DTqdDpIkIT4+HtHR0YiJibF2aERERETXxVhlQuqJPPyx+jRWvrwb383fi90/JSD9bHUxyNXXAT1HBuDOZ3viwbduxJApEejQ04PFIGpxmDdZF3MmIiJqDrm5O7D371uwPSsZMvHviKAKUwd83skP/2nvjhVdgjDCTVvrsyaTAWnnv8Xu3YNxNuFNVFUVwN6+A7pELsUNvX6Cq+7GNlMMqig1YOOn67Ds/15F7Me/IP/8adQUgySZDD4dShEY5WbVYhBRY2s1Geyjjz6Kb7/9Fj///DOcnJzM81JrtVpoNBpIkoSYmBgsWLAAoaGhCA0NxYIFC2Bvb4+JEyea+z788MOYNWsWXF1dodPp8PTTT6NLly4YOnQoAKBTp04YOXIkpk6dik8++QQAMG3aNIwZM6bOB6O2JbGxsVi+fDm2b9+O4OBguLm5Yc2aNRaVzcDAQMTExFwx4YmOjsaOHTss2u6++26sWrWqKUInIiIiqqW0QI/kY7lIOZqLlBN5MFRcNBWcQkL7cBcEdnFDQBdXOLu23angqHVh3mRdzJmIiKgp/ZKehA1JfyCw/Ff0RAq6KtIQa/x3RFC4sQLDXZ0x2su11meFMCEz8xecO7cY5RUpAAA7O18EBz0JL6/bIEnNNxWaNZ3dtxdn/96PinJPnD+Vj4rCtagpAvl1GY7UI9XFIGEyoX1ElJWjJWp8raYg9PHHHwOovii+2JdffokpU6YAAJ599lmUl5djxowZyM/PR58+fbBp0yY4OTmZ+7/33ntQKBSYMGECysvLMWTIECxfvhxy+b8/et988w2eeOIJDB8+HAAwbtw4fPjhh027ga1AQkICvL29Le740+l017y8qVOnYv78+ebXGg3/0EJERERNx2Q0ITOxCMnHcpF8NBc5qSUW72ucVQjs4orALm5o39EFKrtWc6lMZMa8ybqYMxERUVMwmarw7amf8XRGCGQiAiapCxa4xuHxiHsRUWDErvwS9HayQ9Xe5FqfFUIgJ+d3nDu3CCWlpwAASqUrggIfha/vPZDJak/naouESWD3T1uw+3/vo6YAJFME4+IRQR7+GvQY+TLSjh9G+4godOjVx7pBEzWBVpPliosnbq+HJEmYO3cu5s6dW28fOzs7LFmyBEuWLKm3j06nw8qVK68lzGsihEC5wXjljk1Ao5Q3aBjolClTsGLFCgDV+zkgIABJSUmIjo5Gt27dsHjxYkRHRyM5ORkzZ87EzJkzAVz+uNnb25vnMCciIiJqCuXFlUj5pwCUcjwP+rKqf9+UAI8AZwREuiKgsys8Apw4HQS1eraaNzFnIiKitiq/IA6nT8/DlpI+kCHQPD1csmYUFApHjHADRrhpYTAYsP6izwkhkJf/F86dW4yiooMAAIXCCQH+0+DnNwVyub1Vtqe5nfzrLxzeuhdFea4oyU1ATQEIkODdoR3On7QcEdShVx8WgsimtZqCkC0rNxgR8cpGq6z7+PwRsFdd+TR4//33ERISgk8//RRxcXEWdwbWWLNmDbp27Ypp06Zh6tSpV1zmN998g5UrV8LT0xO33HIL5syZY3FXIhEREdHVEiaBrJRiJB+tLgJlJRdV53v/UNsr4B+hQ0CkK/wiXGHvrLJesETUYMyZmDMREbU1FfoMfHXsW+wqKEUEHNBFnohY07/Tw/V3cazzc5tyi7AjJxEBJT+hY1n1NKMymR38/KYgwH8qlMp2zbYN1pR7vgR/rNqIhL+/RE0RSOXYF0b9vwWgXmNHo9fY0RwRRG0KC0LUIFqtFk5OTpDL5fXeoabT6SCXy+Hk5HTFu9juu+8+8wNtjx49itmzZ+PQoUMWD64lIiIiaoiKUgNST+RVjwI6lovyYoPF+25+jgjo7IqASFd4BjlDJpdZKVIismXMmYiIqDGYTHqkpC7HD4l/4R3xFGQwIlYai8/C3LBC6YRd+SXo7+KIEW7aWp89rCrARydSIRMSTNJdmCUlY5xvGAID/g9qtYcVtqZ5mYwmJB7OwZFtaTh/ugCGskMwTwknyRAxwAMBUbWnhGMhiNoSFoRaAI1SjuPzR1ht3dZw8d1wkZGRCA0NRa9evXDgwAH06NHDKjERERFR6yCEQE5aSXUB6GguMs4V4uIZl5R2cvh30sH/n6ngHNq1jXnRiWwZcybmTEREbUFO7nacPv0qysuTcBRTIJNM5ini4kokzAvV1lkIKijYh4SE95Cg7giZiIRJkkMGEwq8X0F4WFjzb0gzKy+uxPG/LuDojvMoydcDACSZBJ+wzkg9csA8IiggqiunhKM2jwWhFkCSpAZNQWDLevToAaVSiTNnzjC5ISIioloqy6uQejLPXAQqLay0eF/n42AeBeQVooVcwVFARLaEORNzJiIiW1ZWlowzZ19HTs7vAACVyg0jPG5A7HnZZaeIKyw8gG9P/YK9JTJEoAqdxHHEysb+8xkZbnbzbNbtaG5ZyUU4si0NZ/ZlwVhlAgDYOSrR+UYfdL7ZF046O5zdF8gp4Ygu0ravqKnRqVQqGI1X/7DXY8eOwWAwwNvbuwmiIiIiotZGmASyU4uRcjwPKcdykXmuCCbTv8OAFCoZ2nesfhZQQKQrnHR2VoyWiKjhmDMREVENo7EMSUkfIyX1M5hMlZAkBfzaT0ZQ0ONQKJyg0xXWOUVcYdEhJJ5bjE15ZVgkzYZMMiIWYzGjPAGf9/TD38UV9U4r19oZDSYkHMzC4W1pyEwsMrd7BDihy6D26NDTA4qLRvdyRBCRJRaEqFEFBgZi586duOeee6BWq+Hm5larT0JCAr755huMGjUKbm5uOH78OGbNmoXu3btjwIABVoiaiIiIWoKyokqkHs9FyvE8pJ7Iq/UsIK2HBoGRbgiIdIV3qNYi0SMiai2YMxERkRACWVnrcebsQuj16QAAncuNCAt7GQ4OHcz9RrhZThH3U8phbEo7gKCKDeiJfTghPQQZTDChelq5U3J3zHZ1xmgv1+bepCZXmF2O43+ex4ld6eY8QSaX0KGXB7pEt4dXkO0Vv4iaAgtC1Kjmz5+P6dOnIyQkBHq9HuLiCf3/oVKp8Pvvv+P9999HSUkJ/Pz8MHr0aMyZMwdyOf+wQ0RE1FYIE3DhTAEunCpCyvFc5KSWWLyvVMvRvqML/Du7wj9CB2c3jZUiJSJqPMyZiIjatuLi4zh95jUUFOwFANjZtUdY6ItwcxsGSZLq/ExhYTy+O/0b5paMhkx0gUnqhle123G752hsOF1qnlYu3FjRfBvSDExGE5KO5OLYH+eRcjwP+OefTId2anS+yQedb/KFvbPKukEStTIsCFGDxcTEICYmxqJt+/btFq/79u2LQ4cOXXY5fn5+2LFjRyNHR0RERK1BYXY5Uo/nIuloLi4cd8T5jUcs3nfzczQXgLyC+SwgImpdmDMREVF99PosJJxbhPT0HwAIyGRqBAQ8ggD/qZDL657++Mfkfdh8/jCCKzbiOCIhgxEmqXo0UJrTXZjq6wu1unpaud5Odqjam9ys29RUSgv0OP7XBRz/8wJK8vXmdv8IHTrf7IvALq6QyZknEF0LFoSIiIiIqMkY9EacP52PlGN5SDmei8Ks8ovelWDnqIR/hA7+nV3h10nHO/yIiIiIyKYYjRVISf0cycnLYDSWAQA8PcciJPgZaDS+tfoLIZCfvwvfnYnFq2V3Qia6wiT1wESHozCVys2jgfq7OAL4d1o5g8GA9c24XY1NmATSTuXj2M7zOHcoB+Kf54faOSrRqb83Ot/kA627vZWjJGr9WBAiIiIiokYjhEDu+VKkHM9F6vE8XDhbAFPVv9MhyWQSPIOd0b5jOyTnHcetd4+ASs0iEBERERHZFiEEMrN+RcLZt1ChvwAAcHbuhrDQF6HV9qizf27udiQmfYSiooOIwxTIpH9HBDm5DMKKYEfsyi9BfxdHi2cLtWYVJQac2J2OY3+ct7h5zLuDFpE3+yKkuwfkSo4GImosLAgRERER0XUpL65E6sk8pB6v/q+0sNLifSedHfw7V48Cah/uApVGAYPBgPT1RyHJ6p4nnYiIiIiotSosjMeZM6+hsOggAECt9kaHkGfh6Tm21nOChDAhO2czkpI+QnHxMQCATKbGzS4eiM2zHBFUMxqoNTu7by9Sjx6Ck1sHFOR44ey+LBirTAAApZ0cHft4ofPNvnD1dbRypES2iQUhIiIiIroqVZVGpJ8tROqJPKSezENOaonF+wqlDD5hLtVFoAgd2nna1/uAXCIiIiIiW1FRcQFnE95GZuY6AIBcbo8A/+nw938YcrnGoq8QRmRmrUdS0lKUlp429/f1nQh/v/9gkNodvjmFNjUi6ORff+G3DxYCkAAIKB1uhVwVAjc/R0Te7IvQGzyhsuOfq4maEr9hRERERHRZwiSQk1ZSXQA6kYf0s4Xmu/hquPo6wq+TC/w7u8K7gxYKpdxK0RIRERERNa+qqlIkp3yClJTPYDLpAUjw9roDISGzoFZ7WvQ1mSqRkbkOycmfoKzsHABALneEX/sH4Of3IFQqnbmvTYwIituDk7v2QV/hibQTR1FTDAIktHPPw4j/uxsegU68gYyombAgRERERES1FOdVmAtAaSfzUVFisHjfoZ0afp1c0L6jDn6ddLB35nOAiIiIiKhtMZkMuJD+PRIT30dlZQ4AoF273ggNfRHOTpEWfauqSnEh/X9ISfkMen0GAECh0MLf70G0bz8ZSqVzs8ff2M7u24vUY4fh1zkKvuHd8ceqTTiyZRlqikBydW8AApBkgDCh/13R8Axq/dtN1JqwIERERERE0JdX4fypfHMR6OIHugKAUi2Hb1g7tO9UXQBy8eI0cERERETUNgkhkJ2zCQkJ75hH+Wjs/NGhw/Nwdx9ucZ1cWZmHtLSvkJr2FaqqCgEAKpU7/P0ehK/vfVAobONZOWf37cXPb78KSZLhwPqfoXK6FcbKVJhHBEkyhN7givC+LyHtxBG0j4hCh159rB02UZvDghARERFRG2Q0mpCZWFQ9AuhEHjKTiiFMwvy+JJPgGehUXQDqqINnsDPkcpkVIyYiIiIisr6Cwv04e/YNFBYeAAAolToEBT4GX997IZP9O2q+vPw8UlI/x4ULq2EyVQAANJpABPhPhZfX7ZDL1VaJvymU5Fdg369/AJAghAmABGNlKlx8wpCTeACSTAZhMiG8Xy906NUHHW7oa+2QidosFoSowYQQmD59On744Qfk5+fj4MGDiImJQbdu3bB48WJrh0dERESXcTZuD87EHYDSzh/6cj+cP10Ag95o0UfroYHfPyOAfMNdoNbwUpGI6GowZyIisl2lpQlISHgb2TmbAQAymR38/R5CQMA0KBRO5n4lJaeQnPIpMjN/hRBVAAAnp0gEBPwfPNyHQ5Js41mbRqMJyUdycfyvC0g5mosqvRY1zwYCBG6eOAg9Rg7C2X2hSDt+mCOCiFoIZvnUYLGxsVi+fDm2b9+O4OBguLm5Yc2aNVAqleY+gYGBiImJQUxMzBWXt3v3brz44ovYu3cvlEolunXrhg0bNkCj0TThVhAREbUNZ/ftRcL+A1A7BCDnfCmSD6xATXKmdLgVclUI7ByUaN/JBX6ddGjf0QXOrvw3mIjoejBnIiKyPXp9NhIT38eF9P9BCCMAGXy8xyMo+EnYqb3M/QoK9yM5+RPk5PxubnNx6Y/AgP+Di0t/m5luuSCzDCd2p+PkrnSUFVWa2/0694TO2w9GfQr8u3Q1F3869OrDQhBRC8KCEDVYQkICvL290b9/f3ObTqe7pmXt3r0bI0eOxOzZs7FkyRKoVCocOnQIMhmnoiEiIroWZ/ftReLBg7BzCkJOWgnOxX2JmgKQTBFs/n9AgmdgMQZPuQFu7R0hyWwjMSUiagmYMxER2Y6qqhKkpHyGlNTPYTSWAQDc3IYgJOQZODqEAgCEMCE3dzuSkz9FQWHcP5+U4OE+EgEB0+DsHGWl6BtXZXkVzu7Pwsnd6UhPKDS3a5yU6NjXG50GeMPFy8GKERJRQ7EgRA0yZcoUrFixAgAgSRICAgKQlJSE6Oho8/QH0dHRSE5OxsyZMzFz5kwA1VMm1GXmzJl44okn8Pzzz5vbQkNDm35DiIiIbMTZfXuRdCgeGucg5J4vwZndX6C+AlA7T3vknRfmubt7jhoAd3+nyy6f6P/Z+88wOY7zUBu+u3ty3hwBLDJBEAABkCAIZlKiSCrasoJlK1lHpMNnG7StYznIQe858uvw2pJlyTZt2aKDbFmyJEs2SYlijsgECCKHxWIXmyfnnu76fvRMz8wGYBF3F6j7uhrdVV3TUzOD3Z3qu56nJBLJ+SHHTBKJRHJ1YJoFBs58k5Mn/wpdHwcgFFrHsqWfpaFhEwCGkWdo6Lv0nf5HstnjACiKk472n2DRoofx+RbPWv8vFcIUDByJcei1IY7vHqGkmwAoCixc3cR1t3aweF0zmkNOVJBI5hNSCM0BhBDkSrlZeW6vwzujkNUvfelLLF26lMcee4wdO3agaZPznX7nO99h3bp1PPzww3z605+e9lojIyNs27aNn/mZn2HLli0cP36c6667jv/7f/8vt99++0W9HolEIpFIrmb0osHQ8QT7nnmRQy/9PdMJoFCLl/hgVQDd8ZGfAH5C5u6WSCTzFjlmkmMmiUQiudyYZomhoe9x8uSXyBfOAOD1LmLp0s/Q2vIAiqJQLI7R3/+v9A/8C7oeBUDTAnR1fZgFCz5Zl0JuvpIcy3HotUEOvT5Eajxv10fafKza0sHKW9rxR9yz2EOJRHIxSCE0B8iVctzyjdm5MbPtI9vwOX3nbBcOhwkGg2iaRnv71H/cGhsb0TSNYDA4bRuAEydOAPAHf/AH/Nmf/Rk33ngj//RP/8R9993H/v375aw3iUQikUjKGIbJyMkk/YdjDByOMXgigVkS6Nnd1AqgYJOXxHBVAN31sz8J/OQkASRFkEQima/IMZMcM0kkEsnlQgiTkdGnOHHiL8hmrd+/Llcri3v+f3R2fhBVdZLJHKfv9NcYGvoupmmtm+PxdLGg+xN0dn4Ah2N+R9/rBYPje0Y49OogA0fidr3Lo7Hs5jZW3dpB2+LQVbMOkkRyLSOFkOSKY5pWiOkjjzzCJz/5SQDWr1/PM888wz/8wz/wR3/0R7PZPYlEIpFIZg1hCsb60/QfjtF/KMaZY3FKBaOujT/iJrh4Db27d9sC6O6PSQEkkUgkVxNyzCSRSCSXHyEE49EXOHH8z0ml3wLA6Wxg0aJH6O76KKrqJhZ/nb6+rzE+/pz9uFBwLQsXfoqWlgdQ1fl7a1UIweCxBIdeG+TYrhH0yrhDge6VDaza0sGSG1twuCZHvEokkvnL/P2tdRXhdXjZ9pFts/bcV5qOjg4Arr/++rr6VatW0dfXd8X7I5FIJBLJbCFMwfiZDANHYpw5EmfgaIxCplTXxuN30rUyQvd1jXSvbCDcaqUuOrZzoRRAEonkmkGOmSzkmEkikUguDbH4Do4f/zMSiZ2AlfZt4cJPsXDBJ1FVDyMjT9B3+mukUm+VH6HQ3HwfCxf+LyLhm+Z1pExyLMeR7UMcem2IxGg1HWuoxcuqW9tZubmDYKNnFnsokUguJ1IIzQEURZlRCoL5gMvlwjCMs7bp6emhs7OTw4cP19UfOXKEBx988HJ2TyKRSCSSWcUSQGkGDsctCXQsPkkAOd0anSsidK9soPu6Bpo6Ayjq5AHnsptukQJIIpFcM8gxk4UcM0kkEsnFkUy+yYkTf8549EUAVNVNd/dHWbTwERRFY2Dg3zjd/ziFwlD5vIeOjvezcMEn8fkWz2bXL4pCVufYrhEObxti8FjCrne4NZZtbGXVrR10LAvPa9ElkUhmhhRCkktKT08PL774Ih/+8Idxu900NzdPaqMoCp/5zGf4/d//fdatW8eNN97I448/zqFDh/j2t789C72WSCQSieTyMBMB5HBrdC4N07kiQteKBloWBdE0dZZ6LJFIJJLLjRwzSSQSyZUnnT7MiZN/yejoUwAoioPOzg/S0/NLlPQkJ078OYND38M0rYgZl6uZ7u6P0d31EZzOhtns+gVjlExO7R/nyPYheveNY5SsdKQo0LWigZW3tLN0Qwsuj7w9LJFcS8ifeMkl5fOf/zyPPPIIS5cupVAoIISYst3WrVvJ5/M8+uijRKNR1q1bx9NPP83SpUuvcI8lEolEIrk0HNu5jdP79xJuX47mXHZ2AbQsTNeKBjpXRGhZKAWQRCKRXEvIMZNEIpFcOdLpw5zs/StGRp4o1yi0t7+XxT2/TCZ7nIMH/jfR2Ct2+0DgOhZ0f4L29vegqu7Z6fRFIATsfuJ5jmzbQybejGH22OcaO/2svKWd5Te3yZRwEsk1jBRCkhmzdetWtm7dWlf3/PPP15U3b97M3r17Z3S9z372s3z2s5+9RL2TSCQSieTKUiuAogMZ9v7obwAFEDj970VzWTfspACSSCSSawc5ZpJIJJK5QVUEPQlY4r219SEWLvg5Esk3eGPvJ8nlKmuyqbS0vJ0F3R8nEtk079KmHdu5jeM7d1EyOhnYP8zx6A+ojEsCLe9n9d23s3JTO80LAvPutUkkkkuPFEISiUQikUgkM+BsAkh1LLGPQcEfHmX9A/dLASSRSCQSiUQikVxB0ukjnOz98iQR1N72PqKxl9jzxscxjAwADkeIzs4P0d31Ubzerlns9YWRz+i8+u2n2fPEV5lqXKIoKituKnH7Ty2f3Y5KJJI5hRRCEolEIpFIJFNwbOc2+vbvJdS8jOhghjd//LdMJ4C8IReZqDXoEsLkrp+5j2U3LZrV/kskEolEIpFIJNcKU4qglgdpaLiVsbEfs+/Nh+22fv9yurs/Rkf7+9A03yz1+MI4/PqrHHhxB8VCO9GhVgqp16kdlzhDBoWoQFFVhGmy4Ia1s9xjiUQy15BCSCKRSCQSiaSMXjQYPpHgzede5sDzjzFTAfS2T30AgP4D++i+fi3Lbrpl9l6ERCKRSCQSiURyjWCJoMoaQZYIam5+Gz7fEsbGnmZk9MlyS4Xm5ntZ0P1xGhq2zKvUaYZhcvpAlJ3/8xyn9jxObZrqcNtyon27bQHUeMNKNm78CINHDshxiUQyBymZpXM3usxIISSRSCQSieSaJZ/RGTqe4MyxOGeOxhk9lcI0BXp2J7UCyBd2kR4/twCSAy6JRCKRSCQSieTyk0odpPfUV+sighoatuDQAoxHX2Rs7McAaFqAzs4P0N31UXy++RPBb5qCwaNxtv/3s/Qf2IcQ3Zil09hjFEVl+UadB3/p0xzbuYL+A/voWHE9h4bHWLJxEys33zbbL0EikZRJFBK8MvAKL/S/wPNHn5/t7kghJJFIJBKJ5Nohkyhw5micwaNxzhxLMH4mXRk/2vgjbgKL1nDqjepMu/t+TgogiUQikUgkEolktkkk9tDb+1XGxp+164LBNZhmkVjsVbsu4F9JV/fP0t72HhyOwGx09bwRQjByKsXRHcMc2zlMcvQgeua/sCTQLjpWvI3BI9V0cMtv2QhYY5JlN92CrusceuKJWX0NEonE+lk+mTzJi6df5IX+F9gzsgdDGAAYujHLvZNCSCKRSCQSyVWKEILkWI4zR60IoMGjcRKjuUntIm0+OpaF6VweoXNZhGCTB0VROLZzoRRAEolEIpFIJBLJLCOEIBZ7ld5Tf00s9lq5VsHnW0yhMEoq9aZVozhpbX2A7q6fJRzeOG/SwkXPZDi6c5ijO4brxisK/aCoIEwUVaVzuZ9N7/2cTFMtkcxBcqUcO4Z28FL/S7w08BID6YG688siy7iz+07W+ddxH/fNUi8tpBCSSCQSiURyVSBMQXQww5mjcVsAZRLF+kYKNHcH6FwWoWNZhM7lEXwh15TXq8y0k0gkEolEIpFIJFceIQRj48/S2/tVksk3yrUqLlcLxeIw2ewJADzuTrq6PkJH5wdwu5pnrb/nQ3IsV5ZAI4wPpO16h1OlZ10zy29qo5T38oO/2GVHBFUkkByjSCRzg9Op07YA2jG0g4JRsM85VSeb2jdxZ/ed3Nl9J93BbgDGx8dnq7s2UghJJBKJRCKZl+hFg5GTSQaPJxg8nmD4ZIJCtn6BRlVTaF0UonN5hI5lYTqWhnH7nLPUY4lEIpFIJBKJRHIuhDAYGXmS3lN/TTp9CABF0VAVD4aZoVgcBhSamu6ku+tnaWq6C0XRZrfTMyA5luPYrhGO7x5h5FTKrlc1hYXXN7L85jZ61jbj8lRu17bw3s/IiCCJZK5QNIrsGt7FSwMv8VL/S/Qme+vOt/vbubPrTu7ovoNN7ZvwOX2z09FzIIWQRCKRSCSSecHBl17l+M43cLgWks91M3Y6jWnWLwDkcGu0Lw7Z6d/aFodwuOb+4FAikUgkEolEIrnWMc0iQ0P/Re+pvyGX6wUsESSEiRAGhsjgcETo7PwAXZ0/jc+3aHY7PAOmk0CKAp0rIiy/qY2lG1rx+KeetCYjgiSS2WUwPWgJoIGX2Da4jVypmtbRoThY37aeO7ru4I6uO1gaWTovUlVKISSZMUIIHnnkEb797W8Ti8XYs2cPW7du5cYbb+SLX/zibHdPIpFIJFcRwhS88fQLHN+1B6F0MdwX41j077AWVBU4/e9Fcy3FH3HTsTRM+1Ir+qe5O4CqqbPdfYlEIpFco8gxk0QikZw/pVKKgTPf5PTpf6RQGCrXWt/7RXkh9nBoPV1dP0Nr60NomnvW+joTKhLo2K4RRvsmSqAGlm1sZcmNLdOmrpZIJLOHbuq8MfKGHQV0LH6s7nyzt9kSQN13sLljM0FXcJZ6euFIISSZMU899RRf//rXef7551myZAnNzc185zvfwemszmLo6elh69atbN26ddrr9Pb2snjx4inP/cd//Acf+MAHLnXXJRKJRDLH0QsGu596npN79iDoIjacJRf9LpWBoOpYYh+jqCy4Lst9n7qVYKNnXszAkUgkEsm1gRwzSSQSycwpFIY5ffpxBga+QclITTgrcDjCdLT/BJ2dHyIQWDErfZwpidEcx3dLCSSRzEeGMkO8euZVXh54mdfOvEZar67rpSoq61rWcXvX7dzRdQfXNV437+9BSCEkmTHHjx+no6ODLVu22HWNjY3nfZ0FCxYwODhYV/fYY4/xJ3/yJzz44IMX3U+JRCKRzH0yiQK7n3yevjf3UjI6SY7lKKb+i+kEkCtikB8T9oKqa+7dTKjJO7svQiKRSCSSCcgxk0QikZybTOYYp/r+nqGh7yJEadL5SOQWujo/TEvLO+Z0NNDZJFDXygaWbpASSCKZi+RLeXYO7+SVgVd47cxrHE8crzvf4G6wBFD3HWzp3ELYHZ6lnl4epBCSzIhPfOITPP744wAoisKiRYvo7e3l7rvvttMf3H333Zw6dYpHH32URx99FLBSJkxE0zTa29vr6r773e/yoQ99iEAgcPlfjEQikUiuKKZhMn4mw/CJBIMnEgwdTxA78xZ6ZnoB1Lmigf4DJ2wB1HD9SjZu/AiDRw7IBVUlEolEMieRYyaJRCKZHiEE8cROTp36W8bHn5t03uFooKvzA3R2fhCfb+oIydlGCEF0MMPJN0Y5vmeUsdPVKAIpgSSSuYsQgmPxY7x65lVeGXiFXcO7KJpF+7yqqNzQfAO3dd7GHV13sLp5Napy9aail0JoDiCEoFQ0Z+W5HS51RmFuX/rSl1i6dCmPPfYYO3bsQNMmL9D9ne98h3Xr1vHwww/z6U9/esZ92LVrF2+88QZf+cpXzqvvEolEIpmb5FJFhk4mGTqRYPhEguFTKUoFo66NWTpNRQApikr3qkb63qwKoI3vfIiN73yI/gP76FhxPYeGx1iycRMrN982K69JIpFIJLOLHDPJMZNEIpmfCGEwMvo0J09+iUzmyKTzjY130Nn5IVqa70NV555EEaZg5FSKE2+McOKNMeLDWftcRQJV0sF5g3Ov/xLJtUo8H+e1wdfsKKCR3Ejd+XZ/O7d13satnbeyuWPzVRcFdDakEJoDlIomj/3qC7Py3A9/6S6c7skDlYmEw2GCweCUM9UqNDY2omkawWBw2jZT8bWvfY1Vq1bVpVWQSCQSyfzANEzGBzIMnUgwdDLB0IkkydHcpHYuj0bb4hBtS8J0LA2TjXv4ny/ttgXQ+gceZP0DD9J/YF9dBNCym25B13UOPfHElX5pEolEIplDyDGTHDNJJJL5RamUoX/gX+jr+3t0PVp3zulsoqvrw3R2fBCvt3uWejg9pmFy5micE2+MceKNUTLxgn1OdSgsWNXIkhtbWLy2WUogiWSOoJs6b46+yStnXuHVgVd5a/wtBNUobI/mYWP7Rm7rvI3bOm9jcXjxvF8L6EKRQkgyq+RyOb7xjW/wuc99bra7IpFIJJIZkE0WrcifsvwZOZWccsZ2Q4ef9sUh2peEaVsSoqHdj6rWftnagsP1uSkFkEQikUgkkipyzCSRSOYT2ewpjh37fxkbf3bC+kAqzc330N31MzQ23o6inFu0X0lKusHpgzFO7Bmhd984+Yxun3O6NRataWLJjS0sWt2Eyytvp0okc4H+VL+dBm770HbSerru/LLIMm7rvI0tXVvY2LYR9xxek+xKIn+DzQEcLpWHv3TXrD33bPLtb3+bbDbLxz72sVnth0QikUgmYxgm4/1pK/rnRJLhkwmSY/lJ7VxeB+3l6J/2xSHaFodw+5znvP6ym26RAkgikUgkM0KOmeSYSSKRzF2EEAwNfY/e3q+QzZ2sO+d2d7BwwSfp6Hg/Tmdkdjo4DcVcid79Y5zYM8apt8br0lx7Ak4Wr21myfoWuq9rwOGcWwJLIrkWieVjbBvaxutnXuf1wdcZSA/UnY+4I9zacStburawpXMLrb7WWerp3EYKoTmAoigzSkEwH3C5XBiGce6GZb72ta/xnve8h5aWlsvYK4lEIpHMhEyiwPCJpJ3+beRUCkOfEP2jQGOH34r8KUcANbT5UNRrM9RaIpFIJFcGOWaSYyaJRDL3KBRGOX78TxkeeQLTrKaNVhQnzU13s3jxrxIMrprFHk4mHcvTu2+Mk/vG6D8cwyxVU0oFGtwsubGFJetb6FgaRtWu3kXlJZL5QK6UY8/wHl4ftATQwejBuvMOxcHalrVs6dzCbV23sapxFZp6dXxfvJxIISS5pPT09PDiiy/y4Q9/GLfbTXNz87Rtjx07xosvvsgTcl0IiUQiueIU8yVG+1IM9yYZOZlkuDdJOlaY1M7tc9C2OEz7Ekv+tPaEcMsUCRKJRCKRXDByzCSRSOYzpllgaOi/OdX3GNnssbpzHk8XCxZ8iu6uj6Cq584YcCUQQjB2Os3JvaOc3DfG2On6lFIN7T5bArUsDF6za4pIJHOBklniwPgBXh98nW2D29gzsgfd1OvaLG9YzuaOzWzu2MzGto34nf5Z6u38ZV7d0XnxxRf50z/9U3bt2sXg4CDf/e53ed/73mefF0Lwh3/4hzz22GPEYjFuueUWvvKVr7B69Wq7TaFQ4Dd+4zf4t3/7N3K5HPfddx9f/epX6e6uLmIXi8X4lV/5Fb7//e8D8J73vIcvf/nLRCKRK/VS5y2f//zneeSRR1i6dCmFQgEhxLRt/+Ef/oGuri7uv//+K9hDiUQiufYwDZPxMxlGei3xM3wySWwww8Rf0YoCjZ0B2peEbAkUafPJQZFEIpHMI+SYae4jx0wSiWS+IYRJPL6T0/1fZ2zsWYSo3qBVFI2GhttZvvy3CfiXzWIvq5R0g4HDcU7uG6N33xiZeM3ENwU6loTpWdtMz9pmGjvkzWSJZLYQQtCb7LUigM68zo6hHaT0VF2bdn+7LYBu6biFZu/0E2kkM2NeCaFMJsO6dev45Cc/yfvf//5J5//kT/6EP//zP+frX/86K1as4P/8n//D29/+dg4fPkwwGARg69at/OAHP+Df//3faWpq4td//dd517vexa5du9A0K6TsIx/5CP39/Tz11FMAPPzww3z0ox/lBz/4wZV7sXOQrVu3snXr1rq6559/vq68efNm9u7dO6PrfeELX+ALX/jCJeqdRCKRSMD6QpUaz1vipzfJSG+S0VMpShNTv2GlRGjrCdG6OERbT4iWhUFcnnn11UAikUgkE5BjptlFjpkkEsnVRCZzjMHB/+TM4LfQ9VjdOZezme4FH2fRwk+hqrO/UHsuVaT3zXF63xyj70C0bj0gh1tj4fWNLF7bzKIbmvAGXbPYU4nk2mYsN2YLoNcHX2c4O1x3PugKckv7LdzScQubOzazKLRITlK9xMyruz4PPvggDz744JTnhBB88Ytf5Hd+53f4yZ/8SQAef/xx2tra+MY3vsEjjzxCIpHga1/7Gv/8z//M2972NgD+5V/+hQULFvDjH/+Yd7zjHRw8eJCnnnqK119/nVtusRa6/ru/+ztuvfVWDh8+zMqVK6/Mi5VIJBKJZAbkM3o18qcsgHIpfVI7l0ejtccSP609IdoWh/CHZ3/gJpFIJJJLixwzSSQSieRiKBRGGR75b86c+RaZzOEJZxUikZtZvPhXaYjcMqs3aYUQxIeznNxrRQENnkhATcClP+KmZ20zi9c207UygsMp1xWRSGaDaD7KjqEd7Bjawfah7ZxMnKw771SdbGjdwOZOKwpIrgN0+ZlXQuhsnDx5kqGhobpQerfbzV133cWrr77KI488wq5du9B1va5NZ2cnN9xwA6+++irveMc7eO211wiHw/bABqwZXOFwmFdffXXKwU2hUKBQqIafJpNJAHRdR9frb8rpuo4QAtM0Mc3Js7UlU2OaJkIIdF23ZyVeaSqf5cTPVDJ/kZ/p1cnV/LmWdJPx/jSjp1KMlLfkaH5SO1VTaOry07IoSGt5C7d6UdT6Adt8eY+u5s/0WkZ+rlcf8rOc+8zmmAnkuOlyI8dMksuF/FyvPiZ+pqVSmvHoswwPf594/BXqzArgcIToaP9pOjs/gtvdVn5M6Yr2GaBUNBg8lqDvQIzTb0VJjtWPhZq6/Sxa00TPmiaauv22sBKY6FNkTLjakD+rVx/z8TONF+LsGtnFruFd7BzeybFE/VpjCgorG1ZaUUDtt7CuZR1eh9c+bxompnH1/rzOhc/yqhFCQ0NDALS1tdXVt7W1cerUKbuNy+WioaFhUpvK44eGhmhtbZ10/dbWVrvNRP7oj/6IP/zDP5xU/9xzz+Hz+erqHA4H7e3tpNNpisXiDF+dpFgsksvlePHFF2flS0ctTz/99Kw+v+TSIz/Tq5P5/rkKE/S0ip7QKCZUigkNPaWCmDwLz+EzcUUMnGEDV9jAFTJRtCRJBkmOw7HxWXgBl4H5/plKpkZ+rlcP2Wx2trsgOQezOWYCOW663Mgxk+RyIz/Xq40izz73Zzgde9Acb6EoxqQWhtFDsXgnRmkN8ZjGwYO7rngvS1mF/KiD/KiDwriGMGvGQ4rA3WTgbS3haS3h8KYYYYiRN4E3r3hX5wzyZ/XqYy5/pjkzR6/Ry8nSSU7oJxg2hxETpHKb2sYSxxIWOxbT4+jBJ3wwCNHBKM/x3Cz1fHaYC2Omq0YIVZgYriqEOGcI68Q2U7U/23V+67d+i1/7tV+zy8lkkgULFnDPPffQ1NRU1zafz3P69GkCgQAej+ecr0dikc/n8Xq93HnnnbP2vum6ztNPP83b3/52nE7nrPRBcmmRn+nVyXz8XE3DSncw2pdmtC/F2Ok04/1pjNLkRaY9AQeti0K0LArQ2hOiZWEAj39+vM4LZT5+ppJzIz/Xq4/x8avEPl8DzMaYCeS46XIjx0ySy4X8XK8eTLNILPYyw8P/zejYMyhKYVIbVfXS1vY+Ojt+Gr9/xZXvo2EydDxJ34Eop9+KERuqv3nqj7hYsLqRhdc30rUygtMtU0tVkD+rVx9z8TPN6Bn2jOxhx8gOdg7v5HDiMKaoj+hZEl7CTa03cXPbzWxo3UCDp2Gaq117zIUx01UjhNrb2wFrtlpHR4ddPzIyYs+Aa29vp1gsEovF6ma8jYyMsGXLFrvN8HD9YlYAo6Ojk2bSVXC73bjdk9dhcDqdk35YDcNAURRUVUVV1fN8ldcuqqqiKMqU7+mVZi70QXJpkZ/p1clc/VxNsyx/TiXttG9jp1OUpkhh4PI6aFlYSfsWonVRkGCT55pdUHGufqaSi0N+rlcP8nOc+8zmmAnkuOlyI8dMksuN/FznJ6ZZIhZ/3ZJAoz+kVLLSdU4cUvh8S+nu/igd7e/D4Qhe0T5mEgVO7R+nb/84fQej6PlqtJKiKrQvCbHohiZ61jTT2Om/ZsdDM0X+rF59zOZnmtEz7B3Zy/ah7ewY2sFb429hiPqIwp5QDze338ym9k3c1H4Tzd7mWenrfGAu/GxeNUJo8eLFtLe38/TTT7N+/XrACpl/4YUX+OM//mMANm7ciNPp5Omnn+aDH/wgAIODg+zfv58/+ZM/AeDWW28lkUiwfft2Nm3aBMC2bdtIJBL2AEgikUgkkpkgTEFiNMdInyV/Rk+lGO1LoRcmp2NwujVaFgar6/4sDBFumbzuj0QikUgkF4ocM0kkEsm1gRAm8fhOhkf+m5GRJ9H1aM1ZhcoaQYripLXlHXR2fZiGyOYrJloMw2T4ZJLTB6L0vjnG2Ol03Xlv0Mmi1U0svKGJBasar/qMCBLJXCJRSLB7eDe7hq11gA5GD04SQAuCC7i5/WZra7uZNv/0E4Ikc495JYTS6TTHjlUXojp58iRvvPEGjY2NLFy4kK1bt/KFL3yB5cuXs3z5cr7whS/g8/n4yEc+AkA4HOZTn/oUv/7rv05TUxONjY38xm/8BmvWrOFtb3sbAKtWreKBBx7g05/+NH/7t38LwMMPP8y73vWuaRdHlUgkEolECEFyLM/IqSSjfVbkz2hfimJucg5/h1OtkT8hWhYGibT5UKX8kUgkEslFIsdMEolEcm0ihEkisZuR0acYGXmSQqF2TTcNqNzQFXi9i4nH1nDXXZ/Ff4Vu5CbHcvQdiNL31jgDh2MUa6KAUKB1kRUFtOiGJloXBuXEOInkCjGaHWXXyC52De1i18gujsaOTmrT6e+0IoA6NnFz2810BDqmuJJkvjCvhNDOnTu555577HIl//THP/5xvv71r/O///f/JpfL8Yu/+IvEYjFuueUWfvSjHxEMVkNd/+Iv/gKHw8EHP/hBcrkc9913H1//+tfRtGrO0X/913/lV37lV7j//vsBeM973sNf/dVfXaFXKZFIJJK5TiXyZ/R0qrzmjyWACtnJ8kdzqDQvCNC6MEhLOe1bQ7sPVZPpbyQSiURy6ZFjJolEIrl2MM0S8fh2RkZ/yOjoDykWR+1ziuIABEIYgIGqumhteZDOzg/j99/Ik08+icvVeNn6VsyXGDgc4/SBKH0HoiRGc3XnPX4n3asaWHRDEwuvb8IXcl22vkgkEgshBAPpATv6Z9fwLvpSfZPaLQkvYWPbRja0bWBj60YpgK4y5pUQuvvuuxFi8gLbFRRF4Q/+4A/4gz/4g2nbeDwevvzlL/PlL3952jaNjY38y7/8y8V0VSKRSCRXCaZhEhvKMtqXqgqg/nRdXusKqqbQ1BWw1/xpWRSksdOPJuWPRCKRSK4QcswkkUgkVzemWSQWe42RkacYHftxXTo4VXWjqi5KpRRCWJPV/P7ldHZ+iI72n8DpjADWQvWXGmEKRk+n6DsQ5fSBKEPHE5hm9e+Rqiq0LQmx8PomFlzfSMvCoMyQIJFcZoQQnEycZOfwTlsADWfr14FUULiu8To2tm1kY9tG1reup8nbNEs9llwJ5pUQkswuQggeeeQRvv3tbxOLxdizZw9bt27lxhtv5Itf/OJsd08ikUgumpJuMD6QsaN+RvtSjA9kMErmpLaaQ6Wpy2+lfitvTZ0BNKeUPxKJRCKRXKvIMZNEIrkcGEaBaPQlRkafYmzsGUqlpH1O0/w4HGEKhSFMs4BpFlBVN22t76Sz68OEQxsu29pAmXjBEkAHrS2frhdNoRYvC69vZMGqRrpXNuDyytuQEsnlRDd1DkcPs2dkD7uGd7F7eDexQqyujUNxsLp5tS2Abmy9kZArNEs9lswG8jexZMY89dRTfP3rX+f5559nyZIlNDc3853vfAens7q4X09PD1u3bmXr1q1nvdbQ0BCf+cxnePrpp0mlUqxcuZLf/u3f5qd+6qcu86uQSCQSi2K+xNjpdFX+nE4RHcwizMmzqp0ejZYFQZoXBCz5syBIpN0nI38kEolEIpHUIcdMEonkUmEYWcbGX2B05CnGxp/DMDL2OYejAbe7lUL+DCUjZZ8LhdbT2fF+WlvfidN56W/wFnMlBo7G6T8Upf9QjOiZTN15p0eje2WDJYGubyTc4rvkfZBIJFUShQT7RvexZ2QPb4y+wf6x/eRKE9Izah7WtayzU8CtbVmL1+GdpR5L5gJSCElmzPHjx+no6GDLli12XWPjheWb/ehHP0oikeD73/8+zc3NfOMb3+BDH/oQO3fuZP369ZeqyxKJRAJALl1krC9tpXwrR/4kRnJTtvUEnGXpE6B5gSV/wi1euaipRCKRSCSScyLHTBKJ5GIoFMcYG3uGsdEfE429gmkW7HMuVys+bw+F4gi5XC+lUsyu72j/CTo63o/fv/SS9qekGwydSNoCaORUqn4CnQKtC4MsXN3EglWNtC0JyUlzEsllQghBf6qfPaN7LAE08gbH48cR1E9qDblC3Nh6IxtaN7CxbSOrm1bj1JzTXFVyOSmZJeKFONF8lFg+Riwf4/TI6dnulhRCkpnxiU98gscffxyw8o4vWrSI3t5e7r77bjv9wd13382pU6d49NFHefTRRwGmzV/+2muv8dd//dds2rQJgN/93d/lL/7iL9i9e7cc3EgkkgtGmILESI7soIMd/91LbDDH2OkU6VhhyvaBBndZ+liRP80LggQa3JctpYJEIpFIJJKrFzlmkkgkF0Imc5zRsR8zNvo0ieQbUHNz1+NeQCB4HaVSkkRiN/HiCACK4qKl5W10dLyfxobbUdVLc3vPNAWjp1L0H7YE0ODxBIZenz473OKl+7oGuq9rpGtlBG/AdUmeWyKR1KMbOm+Ovckr+Vd49qVn2Tu6l/H8+KR2C4MLubH1Rta3rmd963oWhxejKlLMXg6KRrFO7kQLNceV+kK1nCwmJ13DyE1ej/pKI4XQHEAIgdAnr09xJVCc6oxufH7pS19i6dKlPPbYY+zYsQNN0ya1+c53vsO6det4+OGH+fSnP33W691+++1885vf5J3vfCeRSIT/+I//oFAocPfdd1/oS5FIJNcYesFgfCDNWL+1jfdb6/3oBQPwEqV+1kW4xVuWPtW0b96gHLxIJBKJRDIfkGMmOWaSSK4WhDBIJPYwOvY0Y2PPkM2erDsfDKwhGLqekp4kGnuVsbGnq+eCa+joeD/tbe/G6Yxcgr4IomcytgAaOBKnmCvVtfGFXGUBZEmgYKPnop9XIpFMJlFIsHd0L3tGrAig/WP7KRjlya3l2xsO1cHqptWsb13PjS03sq51Hc3e5tnr9Dwnq2frBM5Uosc+V4iR0TPnvugEFBQi7ggNngYaPA14dS8HOXgZXs3MkUJoDiB0kzO/9+qsPHfn57eguCYPVCYSDocJBoNomkZ7e/uUbRobG9E0jWAwOG2bCt/85jf50Ic+RFNTEw6HA5/Px3e/+12WLr204c0SiWT+I4QgEy8wdroqf8b6UyRGczDFhFrNoaD6Syy5vpPWhSGauwM0dQdxywVMJRKJRCKZt8gxkxwzSSTzGcPIEY2+bEUCjT2Lrkftc4riorFhM8HQOkqlBGNjz3DmzDft825XG21t76Kj4/0EAisvqh9CCJJjOfoOjhPd6+FfX9lONlmsa+PyOuhaEbEE0MpGGjp8MoOCRHKJMUyDY/FjvDn2JvtG97F3dC8nEicmtYu4I7Qb7dx/w/1sbN/I6ubVuDX3LPR47mOYBsliklghRjwft6N1Kinb4vn4JNGTN/Ln/TwOxUHEYwmeRnejLXomlhs91nHYFUZTq98jx8fH+Rv+5lK+9PNG3h2TzAq/+7u/SywW48c//jHNzc1873vf4wMf+AAvvfQSa9asme3uSSSSWcIomUQHM4z3py0BNJBirD9NIVOasr0v5KK5O0DzggBN3QGau4L4G5089cMnueuhFXULOEskEolEIpHMJ+SYSSKZ3+TzZxgbf57xseeIxl7FNKs3Hh2OEM1N9xCO3IyuxxgdeYre3i/b5zUtQGvrA7S3vYeGhs0oyrml9FQIYaXUHjgS48zROANH4mTilXTaTqCI5lTpWBq2BVDLwgCqXAdIIrmkjOXGeHP0TfaN7WPf6D72j+0nW8pOatcT6rGif1pv5MbWG+n2dvPkk0/y0PUPXVP3N4QQ5Eo5O3onlrfETm1KttpyPB8nUUxgivOPJneprjqB0+BpoMFdX270NNLgto5DrtC8l+RSCM0BFKdK5+e3nLvhZXruK83x48f5q7/6K/bv38/q1asBWLduHS+99BJf+cpX+Ju/mV1LKpFIrgzZZNFO+TZejvyJDWYwzclhP4qq0NDuK0f7BGjpDtLUHcAXmpzyTdf1K9F9iUQiuWYwjDylUgJdj6OXkpT0OLqeqKlLUNITRKPDs91VyVWMHDPJMZNEMtcxzRKJxG7Gx59nbPw5Mpkjdec9ni6am99GY8MWisVxRkb+h8OHP0cl7YGiOGhqupv29vfS3HQvmnb+qdmEEMSGspw5GufMkRgDR+NkE/URQKqm0LIoSFYZ5c4Hb6J7ZSMO54UJJ4lEMhnd0DkUPcS+MSvyZ9/oPgbSA5Pa+Z1+bmi+gbXNa1nbYm2Nnsb6a10l9zd0UydRSNiROrbomSKapyKAimbx3BeegqArSKOn0UrTVpY4EY91HHFHJoken+Pai4KUQmgOoCjKjFIQzAdcLheGcfbFsbJZy4Crav3AStM0THN28oJLJJLLh140iJ7JMD6QJjqQYfxMmvGBNLnU1F9s3D4HTV0BO/KnuTtIQ4dPDlIkEonkIjDNEqVS0pI4pSQl3ZI5pVLSFjq1ckcvxSnpSfRSHNMsnPsJgExGfo+TXD7kmMlCjpkkkrlFsTjG+PiLjI0/RzT6EqVSquasSji8nuame4hENpHLnWZk9Ene3P/LCFG90RkOb6S9/X20tT6I09lwXs8vTEF0MGNH/5w5Gps0zlIdCu2Lw3Quj9C5IkL7kjAoJk888QRdKyNynCWRXARCCAYzg3batzfH3uTg+MFJMkNBYWlkqSV+ygJoSXhJXSqx+YIQgmQxacubiZE60XzUqqtE8uTjpPTUuS88BW7NbUfs1K7DUyt77LKngbA7jFO9diKpLhQphCSXlJ6eHl588UU+/OEP43a7aW6evLDZddddx7Jly3jkkUf4sz/7M5qamvje977H008/zX//93/PQq8lEsmlwDQFiZEs42XpEx2wJFBibOq1flAg3Oy1o34q+2Cj55qbnSGRSCQzQQiDUilVjc6pROtUBI8tcyr7sgDSExhG+iKfXcXpjOBwhHA6IzgdIRzOCE5nGIcjjNMZIZ1WgE9eipcqkVzVyDGTRDJ/EcIkldpvpYIbf55kch+1gx2ns4GmxrtoarqLSORmEoldDI/8Dyd7/xKz5gax37+ctrZ30972HrzeBTN+ftMUjPenOXMsbkUBHY2TT9cLIM2p0r4kROfyBrqWR2hbHMIxQajruhTLEsmFkCqmeGv8LfaP7bdTwI3lxia1i7gjdfLnhuYbCLqCs9Djc5Mv5esicyauuzMxcidRSFASU6f1PxuqohJxR+yt0dNYF7lTm66tInm8Dq+8P3QZkEJIckn5/Oc/zyOPPMLSpUspFAoIMfkusNPp5IknnuCzn/0s7373u0mn0yxbtozHH3+chx56aBZ6LZFIzgchhJ3ubXwgQ3QgzfiZDNHBDMY0Awtv0ElTV4CmzgCNXX6augI0dvhxuuffbBiJRCK5GIQwKZXSZaFTI24mip1SshzBk0DXLbFjzTqeyrDPHE0LlGVOuCx3wjgdERz2viJ8wnad0xlG0/woytnTZo2Pj19U3ySSawU5ZpJI5hfF4hjR6CuMR18iGn2JYrH+5m8wsJqm5rtpbrobv38l0ehLDI/8DwcP/TammbPb+XyLaW19J22t7yQQWDGj59YLBsMnEwweTzB4LM7QySR6vj7C0OFUaV8apmtFhM7lDbT1hNBmIdWlRHK1kS/lORQ9xP6x/ewf389bY2/Rm+yd1M6hOFjRuMKWP+ta1rEguGBWRIZu6HZ0TqKQsCN4povmiRVi5Eq5c194CvxO/7SROg3uapq2SjnoCs7LiKirESmEJDNm69atbN26ta7u+eefrytv3ryZvXv3nvNay5cv5z//8z8vYe8kEsnloJgv2enexs+U5c9Ahnxm6nRvDqdKY6efxq4ATZ2W+GnqmnqtH4lEIpmvCCEwjExNpE6Ckp6sX2enHJkzWewkgYublatpPkvm2NKmZl+WPU5HuCZ6p1zvCKHKFAoSyWVFjpkkkvmPaRaIJ3YTHX+JaPRlUum36s5rWoDGxttobrqbpqa7cDjCRKMvcrr/nxkbewbDyNhtvZ6FtLZVJNB157xBnEkUGDqeYPBYgsHjcUZPpxET1lh1eTTal4TpWB6ha0UDrYuCaA4pgCSSCyX17LOkXn+NxPXd7L/eR+zpH6HtOcCr7Um2L5/cvivQxeqm1axpXsO61nWsalyFx3H+a36di3wpz1h2jMHSINuGtpEupSfJnkQhYQufeCFORs+c+8JT4FAdtsRpdFuRO7VypyJ7KmvzRDwR3Jr7Er9iyZVCCiGJRCKRUCoaxIayRAetSJ/omQzRM2mSY/kp2ysKhFt9NFXkT5efps4AoRYvqirDeSUSydxHCIFp5qoCpyJ3yuvm1KZcq0TtVARPqZREXECahFpU1VMWOSFb2lTEjsMRtqN4asWOVQ6hqlKySyQSiURyqRBCkM2eIBp9ifHoS8Ri2+oie8CKAmpsvJ3GxtuJRG7CNAuMjT3HkSP/D2Pjz9e193i6aG19iLbWhwgG10wrgYQQxIezlvw5FmfweILE6OSZ+oEGNx3LInQsDdOxLExjZ0COuSSSiyD5zI8ZeunHnF4eoS/Zx+YvPYehgCbg8BaF978qMBTYIuCvfzqMeftNrG5ezQ1NN7C6eTWNnsbzej4hBLlSzk69Fs/H6yTOpHK5Lm/U3I95dubPpyoqYVeYsDtsr6tTkTsV2VMbuRPxRAg4AzI12zWEFEISiURyDVEqGsSGs5bwKYuf2GCG5FiOKbKVAOALuWjqqkT9WPKnscM/KQ+1RCKRzAaGka+PzKlZX6cSmVPSk3Xr61TEjhBTRzvOFEVx1UThhGqiccK27HGW19epjdxxOMJockadRCKRSCSzhq7HicZetaOA8oUzdeddrhYaG2+nqfEOGhpvw+1qplgcY3T0x/Sd/nui0Vfrvke43R20tj5AW+s7CYVunPLGql40GD2VYuhEgqETVhTQpMwLCjR1BuhYFi4LoAjBxksfeSCRXCskn3mGkZef4cyKJnauUMg/9xI/8feHMBToFDCwDFsGGQrc3ufDVLNopgBN5bdd76P9vs/a1xNCkCwmSeQT06Zmq90S+QSxQgzdvLBxh0Nx4MFDW6jNFjm1gifsDtt1lSieoCuIeo5Uz5JrGymEJBKJ5CpkoviJleXP2cSP2++gscOSPY2dfhrL8scbkDPRJRLJ5cNKv5azhU2plKpPwTaF2KmkaiuVEnULNF8IiuKoFzlnETsOZ6QuckdVPXImnUQikUgk8wDDyBKP7yQWe41o7DVSqbeoTeGqqi4i4ZutKKCmOwn4V6IoCrncAMPDP2B09EfE4zvrHuPzLaW15X5aWt5BMHhD3XcCIQSJ0RzDJ5MMn0gwdDLJWP/k9G+aU6WtJ1QWQBHal4Rw+2R6V4nkQjBMg1OpUxwcP8jB8YMUX3jFlj8tAvb9lMoNpwRmWQCZCnQGutDEAKJcp225GfU/nkcooBgm/+bdxxtPftySPoUYyUKS0gVmCnCpLjvdWsRds00s19S5cfPkk0/y0EMP4XTK3w2SS4MUQhKJRDKPKenlVG/lSJ/oTMSPz2EJn4r46fDT0OHHF3LJG5sSieSCEMKgVEqV18spr5tjR+uUjyeUdT2Ozz/Gy6/85iWI1NHKa+RU18uZcn0dZwinI2KnXrMidXzyd59EIpFIJFcZplkgkdhbFkCvkkzunfR9w+9fTmPjHTQ13k4ksglN8yKEIJM5Qu+przI6+iNSqf11jwkGb6C15R20tNyP37/Mri/mSwz3Jhk+kWT4pCWA8unJ3298YRftS8K0L7bSv7UslOv/SCQXQskscSJxgoPjBzkwfoAD4wc4FD1Ul2bt43sNO/rHBB7a72KozY0qEghAFXAqP0AXIAQowAv9L/D+mvLesb3sbpj8M+p1eKeVOJWonYmyx+vwnve4Q9cvbpwkkUyFFEISiUQyD9ALBvHhLLGhTDXd22CG5OjMxE9DjfyR4kciuXb54ViCV2JpbmsI8I7mcN05wyiUo26SNRE6Uxzb0idlty+VUhfUH1XF/h1mSZ0wDkewnFYtNG1kjsMRKqdhsyJ6NE3mvJZIJBKJ5FrGNEuk0m8Ri75GLPYa8cROTLN+PVSPu5OGxi00NNxKQ8NmPO728mMLxGLbGRt/hrGx58jn+2sepRKJ3ERLy/20NN+P19uFMAWx4Syn3jhjRQCdTDB+JgMTxmWqQ6F1YZC2xWHaFodoXxIm0OCW31kkkrNQMkukiikr3VohQaKQYCw3xvH4cXqTvZxJn2EsN0aymERM/KGbwP5FCu/cYbVRgTWH8uRLeQxAAwygPVZNGWeq1ZRxqikwVYWfK27iw3d9yBY8lXRtHodM5SiZv0ghJJFIJHMEIQS5lE5sKENsyJI/8aEs0aEM6Whh2sdVxE9DR33UjxQ/EsnVzUS589RojJeiMW4JCO4J5fnheJrXEyU2euNs8QzyXMLJZ8fWoSB4rH+Uz3m/yQZ2lYXOxadeA1BVrx2hY0kbS/BYqddCNZE5IVD8vP7aXu6+5514PU0yUkcikUgkEsmMEcIgnT5MLL6NWOx1YrHXMYx0XRuns4nGhlvLAuhWvN6F9neNYnGMM4PfZmzsWaLRlzGMjP04VXXR0LCFlpb7aW66Dz0bYKQ3xRu7koz07mG0L0UhOzllVLDRQ/uSkCWAloRo6Q6iOWX0j+TqJvXss2S3bcN3yy0E773XLns3bYI7brakzjM/prhjN4nVCzizvovGx58isvsEp1Y38fw7O0nkEySK1po8qeKFTTQDUFAIuUI0eBoIuUP4uyOcPnqQ7r2DKIBQFVY3r0Y7th9UFc002fje/0Xssb8HTUM1DK5/188y/jd/a5fXP/BRgj33Xro3TCKZA0ghJJFIJFcY0xSkxnPEBrO2+KnspxpYVPAEnDS0+6ripyx/pPiRSK4eTLNYTrVWWT+nGp1TG63zYibC76fegYrJY/2j/ITyA74r3o0qDL6maLxXfIv/Uj6AKhz8i9LFr4l/4nnuAwUE1u+L/8ku5jr+Y0IP1HK6NSs6p5p6rebYjtypTdEWxOEIoaozX3NM13VMcxSPuwOHQ+bDlkgkEolEMj2mqZNK7Sce304svoNEYuekCGWHI0gkcguNDVYUkN+/3B4nVVLBjY09w+jYsySTb1Ab0uNytdDcdA+hwF0U4zcw1qfzxstJRk4dIpucPGnG4VRp7QnZkT9ti0P4w+7L+RZIJLOCEIJcKWeJnbK0iRfiJAtJ1Fd2sfpPvo+pKqiP/xMvv62D2388aEXcPP5P/PFPWUL0N79t4lKg/T/hxHXQc8j66VvXF+VY4hiv3KWdsx9O1Umjp5EOfweLQotYFlnG4vBiGj2NhN1hwu4wQVcQVamXsCnlWfp/8ZdA01AMgxUf+wX4GGS3bcd3yyaC996L/8b1dWXv2rV1ZYnkakMKIYlEIrlM6MVqmrfYUJbYYJb4cIb4cA6jZE79IAVCTR4ibX4aOnw0tFkCqKHdhzcw8xutEonk8jMxQueHYwlejqW4NeTg3rBpr6VjiR1L8lRSrk1MwVY5NzG1yXS8xidQMTAVDVUY7BGrq2UM9im31JRNTvnei9eMQE2wYSi0lg1L/7Vm7Z0QmuZHUeRMVolEIpFIJLOLYeRJJt8gFt9BPL6dRGIPppmra6NpAcLh9XYUUDC4GkWp3lgulTLE4q8zPv4i4+PPkc8P1D3e778ej3obxdh6osc6OHkqTWo8Dxypa6eoCo2dfloXBWldFKKtJ0Rjlx9Nk9+ZJHOTzHPPUdi1y47aqVA0iiQK9VInXojboqeSom3isW5OvY7Nx58zuE4BzRQYCnS+OWinXzMUWH1KsGpAQVCtW3NaRWBaETvA+uOCb95Vf902XxvXNV7HioYVrG5azaqmVXT4Oy5oImzw3nvp/upXJgme2vcleO+9Zy1LJJeSePbiM3NcLFIISSQSyUVQSfNWJ37K+1Q0PymPdAXNoRJp802SPuFWH07XuWfHSCSSy4MQAtMsUColeWo0xquJLDd5s9zhj/JMXLAj7eRG1yAlI8vvxm63I3Ter/2I/zTuR8Xg79D4NfFHbGTnBfZCsSNunOU1dapr51jHb8t38dSghobAUDQe6riOrw4Wy7mwNd6z6Ca+dGqkXFZ5z7J3AvDKmyftwdcne1bR0BA+Sz8kEolEIpFIrgylUppEYrcdAZRM7kOI+ptmDkeEhsjNRCKbiERuJhBYhapWb2sJIUinDzM+/gLj0ReJx3ciRPVGtqK4cYr1FKIbGDtyHYdOe2vGa2N2u0ibz5Y/rT0hmhcE5BhNMmtMlZIt9dpriA2rKdy6lkQxQf65FxG732RkZSvH+o6z4t/32VE7//qJhWxbZpIoJMiVcud+wmlwqA4i7ggRd4SQK0TEHSG4OYO24xVb+DTfcz/av//ILq8yWll6Zti+hibgzQUmW8oRQgrQt7qZ9y69i5WNK1nZsJIVDSuIeCIX+a7VIwWPZDYRQnB0JM0zB0d45uAwO48OnPtBlxkphCQzRgjBI488wre//W1isRh79uxh69at3HjjjXzxi1+c7e5JJJeVYr5EYiRHfDhLfCRr7ctbMW9M+zi330FjuyV7IuV9Q7ufYJMHVZVp3iSSS02t0KmmWatE5KTq60oT6spthCiyi5v4c+W3UIXJ44qf94onyinYDP5d6WCD2F4XobOrtKyufFBZy63O3rroG/u4TvCEalKwVcqButmtU7EYaGlO8GoszZZyhNItE8obQv66MsDjaxZPqpNIJBLJpUOOmSSScyOEIJ/vtwRQYjeJxG7S6UNAfRYFl6uVhsgmWwD5/csmRTLrepxo9BXGoy8SHX+JQnG47rzQW8mNriF64joyw6sQRn1at0Cjm7ay+GlZFKR1YRC3T6aylVx+JqZiq0TkJItJuy7w+kHu+PLLmCqoj/8TP7wryDteSFlROP9MXUo2Q4EGAcllViROJWon/NZphjqqYwtVUQm7wnaatbA7TMQdsY5dNcc19RF3BK/DWxehk9EznEh8E3iFyoyzlwZe4p1UZY//+LB9LIBEk5vY7/ws4z84QdPeUzTcdS+/8Gu/fsXec4nkSpHXDV4/Mc5zh0Z45tAI/bGqjDWnmTh+JZFCSDJjnnrqKb7+9a/z/PPPs2TJEpqbm/nOd76D01n9stTT08PWrVvZunXrWa91/PhxfuM3foOXX36ZQqHAAw88wJe//GXa2tou86uQSKbHMExSY/kppU8mcZaQTjvNmyV7KtKnod2HNyjTvEkk0zFdyrUtYTf3hk2eHI3yWiLHBneagGMX/37UZFfOzTrXIJudxy2Zo9cKnpQtdC6WA6ypS7m2X7sT1TTtst+3BDNXjdB5oG0RfzOsWRE5isaHbvgl7mj5nYt/k87CO5rDdVLnXOXp6iQSiURy6ZBjJolkMqZZIJV6y5Y/icRuisXRSe28noVEaiKAvN6Fk1JECWGQTL7JePQlxsdfIJncS61IMg0X2eGVZIZXkx5cjZ5ug/L6if6Im5YFAVoWBmntCdG6KIQvJMdrkoujZJZIFVNVkVMjeJLFJMlCVfAkC8nquUKSkph+DWGAj79ulOWOJXmWH0rVpWRb3+/Erbkx1SSaCaaq0KA2oIkoQlXQTMGd7/lFHrj7Liuyxx2acp2ds6EbOieTJzkWO8bR+FF7P5Ae4OM/Nnigpj+rjuTs/pmqgq+lDSUxBFg/hUs/8AluvXkr3HwRb7hEMkfpHcvw/OERnj8yymvHxynULBXhcqjctrSJe1e1sb5VY80XZ6+fIIWQ5Dw4fvw4HR0dbNmyxa5rbGw87+tkMhnuv/9+1q1bx7PPPgvA5z73Od797nfz+uuvo6oyD6/k8iGEIJssEh/KMj6YIn7IzVOn3yI5mic5msM8i6r3Bp1EWn2E26w0b9axl3CLF4dTphCQSKASoZOricqpRuHoNVE7L6QC/G78jpqUa0/zn8bbrZRr/RrvFd8qR+QIHldCvNdr8F/Di8sROp38mvjROVKyqeWUayEczmA1EqdS56itC9ZE6VhlPVbiqf2n7JRr71qwpi4F2/9adjP/C+qibW5tTcjoG4lEIrnGkWMmiQQKhVESyar8SSb3T5qwoyhOgsHVhMMbytt6PO72SdcSQpDJHiM6/iojwy+RTO1AkK5/vkQn6aEbyAytJje6HGE6Cbd4WbgiSMvCAC0LgjQvCEr5Izkr+VJ+kripyJzaqJ3aSJ5kIUlKT13U8zpVpx2dE3aHCblChNwhwu4wi0pjaDt+gFBVNNNk0Tt+Au2fvguaimaY/NzH/hyA/ld+CTQN1TDw3vouOv5/Gyns2l23Zs65MIXJQGrAkj7xYxyNWfveRO+04ur08gjajhhmWT5V+2f15fpf+xy5fftIv/gSgTvvoPUcEyEkkvlEXjd47cQ4Lxwe5fnDI/SOZ+vOd4Q93L2yhfuua2PLsiZ8LkvDjI+Pz0Z365BCSDIjPvGJT/D4448DoCgKixYtore3l7vvvttOf3D33Xdz6tQpHn30UR599FHA+vI2kVdeeYXe3l727NlDKBQC4B//8R9pbGzk2Wef5W1ve9uVe2GSq5Z8RicxmiNRG+lTTvmmF2pTvLlIE7VLDqdKuCx7Gtp9RFq9dtnjl6kDJFc/QggMI1uTci01IQKnXK9PJXqssjjHTDeAl/nEhJRrS+vKe5WNdRE6b4gtqEo1QudM+KP8dOtDtsiZKHo0zX9Bi45WeKAFHl+jnjMF27kiciQSiURy7SDHTJJrEcPIk04fIJHcSzK5j2TiDXL5vkntnM5GwuENRMIbCIc3EgzegKZ5prxmPNrLmVPPE429TsHYBVq07rxR9JEZXkVmaDXZkRsIRbppXhBk5Z2WAGrqDuL2yttd1yKmMEnraTsCp1bq1EbtTJQ6iWKCglG4qOcOOAOEXJbICblDhF3VvZ2erVxXaRd2h/FonunHLTdDavEDZLdtt+VOavPb6soA3V/9Ctlt23Fv3MCRXA7/PfcQuf/+KS8phGAkO8LxxHGOxY7Z8ud44vi0awwFnAGWNyxnWWQZyyLL7OMGTwOp2589a/+C994rRZDkquFsUUAOVeGmngbuWdnK3StbWdEWuKh7EpcT+RdyDlCZTT0bqKp3Rv85v/SlL7F06VIee+wxduzYgaZNjob4zne+w7p163j44Yf59Kc/Pe21CoUCiqLgdldz93o8HlRV5eWXX5aDG8mMEEJY0mckR2I0R3wkax8nRrMUMtPfkFYUCDZ7Cbd4iGWHuXHTKho7g0RafQQibhS5to9kHmMJnUyNoJkgbWqidmojduqFzvTrYs0URdHqo28mROfcW+zhqZHpU669d+FmvtRXjci5Xvdzyq3a5QcX3cGCyyxfZpKCTSK5miiZJdLFNCk9RUbPkCqmSBfTpPU0qWK5Ti/Xlesr59J6mng8PtsvQXIVI8dMcswkmX2EMEinT1jipyyA0pnDU0wGUgj4V9RE/2zA61006efINEziwzlGTp9mdPRVsoXt4N6LwzdSbaSBWXKSG1tObmwVTmUDDY1rWLEkQvNdQZo6/ThcMlvD1YQQgryRJ1lIWsKmLG0qx7Vp2SamZEsVU5jCPPeTTIOmaPVROjUyx5Y9NTKnchx0BXGql2cCaUWqTFeurdN1HZ54gsxzz5HfuZPc2mX0rWvjROKEtcWtfVpPT3waAFyqiyWRJSyPLGdZgyV/VjSsoM3XNu3fwZn0TyKZr+SKBq+fPHcU0F0rWrltWRNBz/yYSC6F0BzANHM8/8KaWXnuu+96E03znbNdOBwmGAyiaRrt7ZPDuMFKhaBpGsFgcNo2AJs3b8bv9/Obv/mbfOELX0AIwW/+5m9imiaDg4MX/FokVx+V9G5WpI8leqrHOYq5s0ch+MIuwi1eIm0+a2u19uEWL5pDRdd1nniij+vv6KzL6y6RzCamWcIwUjXCJjVB7qTqRE81YsdqbxipSyR0HHVCx1mbXs0Zqku35pyYes0RQtN8Z715thxoa0ucNeXahrAVkbMp6KG07RQ/deMatqfyMiWbRDIBIQQFo2AJmmK9pLHFTVn01JZr22X0zLSzQmeKUbr43z0SyXTIMZMcM0muLEII8vkzJFN7icf24PU+zyuv/i6mmZ3U1uVqJhRaRyi4llBoHeHwjTgcwbo22WSR8YG0tZ05TTKzC9PxJp6mI3gi/eADR/nHTJgqxeQStNJ6Ar5NtLTdTMvaRsItXlRNpkucDwghyJVyUwqduuNpzummflHP73V4pxQ3U0Xo1Eby+J0Xl2VgNoj/+EeMvPwsw9e1sn+ll+Hd/82Kb56w1/L5x59S2bW8/udGUzQWBBfURfssb1jOguACHKq8VSy5djFNwVtnkrx0bJSXj46xszdG0aiPArq5p5G7V7bM+SigsyF/yiVXnJaWFr71rW/xC7/wC/zlX/4lqqry0z/902zYsGHKWXSSqxthCjKJ4gTZUz2uT+82mUCDm3CLl3Crr7z3Em7xEWr24PLIX3GSK4sQZjk6Z6K0mXysl5IY9nHKOjZSGMbkQfaFUBU6U0gb58SIncnr6Mx0NvTFcK4InEpZ13WeAO5vCvHO9qbL2ieJ5EqjmzpZPWtLmoyeIaNn7OibdLFe2tSKntqonZJ57lSNM8Xr8OJ3+gk4AwRdQQLOAAFXwN4HncG6cqWdntbZwIZL1g+J5FpGjpkkVxIhBIXCIKnUW6RSb5FM7SeZ3IuuV1O1aQ4wTdA0P8HgDYRD6ywJFFqL291hf2/MpYoMn8gQPdNPdDBDbDBDItaH6j2Ar+UI3pYjuLuHCU3shN6D13kzTS1b6O65E38wcsVev2RqaqWOnV7tPOTOxX430RTNjtQJuWo2d2jSmju23CmXXdrVs15U6tlnyW7bhuOm9YxsWMTQD39AcccuDi5yMJQd4uP/dAZDgWYB235K5YZTwpZBhgK3D0doefsWlkSWsCS8hKXhpSwMLbyq3iOJ5GIYiOd4+egoLx0d49Xj40Qz9WvedYY93DUPo4DOxozulv7lX/7leV/4k5/8JMFg8NwNJaiql7vvenPWnns2uP/++zl+/DhjY2M4HA4ikQjt7e0sXrx4VvojubwYJZPUeJ7kWI7kWI7EWJ7EiCV9kqM5SvpZQroVCDZ66qVPRfw0e2V6AMklw0pFU5hW4NjHRoqSXt5PEb0Dk9cBuBBU1VsTcRPE4QjUHAfLkic8SfJUBI+qniUXtUQiuSgqN0gq0qYidDLFzOS6stzJFDNkShlb+lTOXWy++loUFEvk1Egav9NfFTgViXMW0eN3+S845cm4MvsLpM42ctx0+ZBjJjlmklwahDDJ5U6RSh2wBVAq/Ra6HpvUVlEcBALXEQis4eQJwW23/Qzh8EoURSOXKhI9k+HogQzRwSNEz2SIDWXIpYo4A8P4Wo7iazmCb/lRgv4Jfx+EgsuxjEjkZlrbbqWhcRMuV/MVegeuLYQQZPTMJGETy8XYnt/Oib0nyJQyk8ROqpgiWUhSmsHaoGfDoTjqhE7QHayTO3Z6tonixx3C5zh7xoGrEVOYjGRHOJk4yankKfLPv8gtX3zOEjyP/xP/uUXh/a9awmehgB3LsOWPqcK744vpXxZB27ELNBXNMPnQT/8/BO+SKdwkkgqpvM7rJ6K8dNSKAjoxlqk7H3A72LykiTuWN3P78maWNM+/yMFzMSMhtHXrVrq7u2c8E+n06dO8613vkgObGaIoyoxSEMwHXC4XhjHzdCHNzdaXvmeffZaRkRHe8573XK6uSS4jQgjyaZ1EWfgkR2vlT45MrMAUa+XaKKpCsMlDxJY91WifUJMXzSnTAkjOTSXVWi4XRVX7icVfB7LTpFmbWuYIcXGpCSooirNO3NSLnNCEc0EcWlnoaNU69TLloJZIrmV0Q6+TMZV9rbSZVDdB6FT2F5OffircmtuOyvE7/bbYCTrLUscVnCx6ylKnsvc5faiK/Js5m8hx0+VDjpnkmEly/phmiWz2uCV/0mX5kzqAYUxeP0RRHPj9ywkGricYvJ5QaB1+/yqKWZXR0wnix3ewJ6YQH95LdDBDPm19b1ZUHU/DKbzNx2lccwJv03Ec3sSEq2sEAzfQ0LiJhsgmwuGNOJ0y/e9MEUKQ1tNnj86Z5jhVTGGcLZ30W+d+fofqmFraTCFxJooer+PyZx2Yj6SKKU4lT9nipzfZS2+il75UX10K34+/YtRF+9x0QsVUDTQThKqwrmUt2rG9oGmohsF97/kVXsjl6Lj1YxR27cZ3yya5no/kmkc3TPb1x3np6BgvHx1jz+k4hlm9SampCuu6w9y+vIU7ljdz44IIzqs8PemM8ynt3LmT1tbWGbWVA5prl56eHl588UU+/OEP43a77cHLRP7xH/+RVatW0dLSwmuvvcav/uqv8uijj7Jy5cor3GPJTCnpRjnKJ2+LnuRozi6fK7Wbw6kSavESavYSavLYqd3CrV6CTR60q/yXreTsTEy1Vp9Orf64VE6vppfrjHJ97ULTPj+8ecGTiJWpZY4WxOEM1kib6SRPCFV1y4GPRHIJEEJQNIu2oMnqWbKl7JTliUJnUpROMU3RLJ77Sc8DVVHrJM5EmWMfT3G+NpLH5/RdtoWIJVceOW6SnAs5ZpJcDnQ9Tjp9mHT6kLVlrGPTnByJqqouAoFVBIOrCQaux+e9nlK2m+SoQexUljPDWeLDWeLD2ylkKxEiHuIM4vBG8TadILTsOIG2kzhDp1CU0qTrh0I3EoncTCSyiXBoPQ6H/wq8C3MX3dBJ6VbUTaqYsiJw9GokTqqYmjYNW6qYuuiJKE7VWSdtgs4gqdEU1y2+jogncla5I6XOhaGbOv2pfkv4JHot6VMWP+P56aOqHYqD7mA3PaEe2m5X0HY8jVBVNNNk/Xs/RfRvHwNNQzEMlnz0YfgoZLdtx3fLJjx33AFPPIH/nnuI3H//FXy1EsncoWSYvHUmyWsnxnnt+Dg7eqNki/X3LBc3+7l9mRUBdOvSJkJXQRq482FGQuj3f//3CQQCM77ob//2b9PY2HjBnZLMXz7/+c/zyCOPsHTpUgqFAmKasJDDhw/zW7/1W0SjUXp6evid3/kdHn300SvcW0ktQgiyyaIteJJl4WNF/eTJxM+d0ibQ4LaET7OnvPfaZV/IJb9EXqVYqdbyM4rAqaZcS05IuZbm0qVa81EqOQgEWnGeM0JncrSOpvlR5Ax7ieSCEEKQN/Jk9Aw5PWdF1JTFTaZU3pfLqUKKg9mDvPrqq9ZjyucrbSvtzjqr9QKpXSOnTtBMIXTq6ipip3zOo8nUjJJ65LhJMhPkmElyMZhmkWz2ZFn8HCadsfaFwtCU7TXNTzBwPYHgatyOlRi5xWTHWkmcLDI8nCU2nCU1No4QU9ygVkt4Gk8TWdiHM3wQf3MfaKOTmrlczYRD6wmH1xMKbyAUXIumuS/1S59VDNOwo3Qq8qYidmyZU0iS0lP19eW62qiPC8WtueuETdAVnHHkzsTvLLqu88QTT/DQTQ/hdF5bN0IvJbqpcyZ9hr5kH6dTpzmdOk1fqo++ZB/9qf6zptxr9jbTE+phUWgRi8OLWRRaRE+oh65gV3Wi0H2QWv6sLXyC996Lb926ujJg73X90mS8kEjmE6YpODiU5LXjlgDafjJKqlD/s9fgc7JlabOdBq674eqIOr9QFDHdt0/JBZNMJgmHw4yNjdHUVL/4dT6f5+TJkyxevBiPxzNLPZx/zIX3zf7C9ND8/MIkTEE2VSQ1nrcifcZz9nEqmic5nsc421o+gNOtVYVPi7WGT6UcbPLgcM6v9Xzm+2d6KRBCYBhZW85YkTjpenlTLht2XXqS5Ll0qdZcU6yVEyqvlxNCK6+l4yzXaeX6qswJYBhc85/r1Yb8Wb0wKgvQ+m65xR4kTqyrrIVTibKxhc2EcqZUFjzlY1v4TChnS5dH4IAlcXwOny1nfE5fXXlG0TkuPz6HD4c64yB5yXkwPj5Oc3MziUSCUGjScuESySTkuOnSMhfeM/k3+9IhhKBQGCSTOVojfw6TyRyf9ru3x9ONz7sCB0sx84vIx7tJDTUQG84TH8pQzE//N9rpUWjuiRHs7McTOQnuo+jmsSmeSyUYWEUovJ5IeAPh8Ho8ngVzfoKEKUwyeqZO4Ewrdqaoy+iZcz/JDKikeg25LKFT2c6Vgi3kDuG+hJJN/qzOnIJRoD/VT1+yj75UjfhJ9jGYGTzrd1+vw2uLnkWhRfSEe1gcWszC0EKCrksfJSw/16sP+ZlORgjBkeE0rx0f47UT42w7GSWerf9bFfRY6wDduqSJW5c2sbItiKrOjb9Tc2HMJEfDEslVwLGd2zi9fy+ti6+nsXsNqfEcybLosaXPeB6jdHbhoygQaPAQaqlG+ISbvQSbPYSbvXgCzjn/Rf9awlozJzMp+sYoTRA2EwSOUVdOA5dqHQx1mnVzphY8k9fNCV2SmYSGIWdFSa5OSmbJkjd61to/9wKlnXvIrV1KfNMK1Jd34dx7mOiqDgpGgRv/v6cwVQX18X/ifx5ZS8Eo8JN/f9helPZLH/Lx6hIdcYmi8ybic/jwOS1hUxE3PqcPv8PaezUvAycHWHf9OoLuYF27icLH6/CiqfNr0oFEIpFIJDNBCJN8foBM5hiZzFFrnz1GJnN8yrV+ADQtgNuxHMXowcguJBftInGmhcSwQi5V+11YB0aqRQVCTR4ibT4iHUm8zb1ovuPoHCKbO4hhWNKjCFC+x+1wRAiF1jE46OPmmz5EQ8OGWUn/VpnEMlHiTCd2JsqdtJ6+JOv/eR3eOqEzndiZWFdZ709+n5mbZPVsXXRPbbTPcGb4rN+XPZqHBaEFLAgsYGFoIQuC1r4n1EOrr1Wu7yiRXCSmKTg6kmZ7b5TXT4yz7cQ4Y+n6VOB+l8amxY3curSJW5c0c31nCG2OCKC5yHkLofHxcX7v936P5557jpGREUyz/g9qNBq9ZJ2TSCRVTFOQTRQs0TOe5+Se7Yz2HkQvKsQGXgQU4Ps4/e9Fcy2d8hqKAv4GN8FGD6Ema+2eYJOHUHkfaPCgOeSXlSuBYRTK8iZVJ2eqadTS00TklOuNFIaRvWT9URQNTQtOEDqBGlkTKEfnBHFogSnFj5VqTf7BlcycH44leCWW5raGAO9oDk9bviVozXL+0XiSbam8ff5K9+/F7/2A8Vdfp2nLZu5837unLTdsvoWb3nWvHXljC5zycbaUtcXOVMeVSJva+qyerVv/ZuNRk9/8tomqKIS+LXh6i8L7XxUYikLbDwQ7llkLz2qmwFBA7H4Th6MVQ1HQhFW39ESOV5ZYNyUUlDpZUxE5focfr9NrH9uCp6btVGWvw3vOwa+u6zwx9AQPrZKz3SRXJ3LcJJFIahHCIJfrK4uf8pY9SiZzom4tzHocOJRuKPZQTHWTGe0g3t9KZjyMNf6rpZoexxt0Wuu1tngJt3kJtsRxBk9hasdIZ/aTTL5JsRSnaAI1zknTfAQDqwmF1hIMrSEUXIvXu5BSqUTfqSeIRDbjcFz43+yCUaiXODXr6aT0mrRrE6RO5fhs6bdmikt12enWbGHjDE2um0b4yDX/5ie6qTOUGWIgPcBAaoCB9AD96X67fLY1fQD8Tj8LgwurwidYFT8t3hY5DpZILiG6YbJ/IMGO3ijbT8bYeWpyBJDHqXJzT6MVBbS0iTVdYZxybfIZc95C6Gd/9mc5fvw4n/rUp2hra5O/9CSSC+DYzm2cfmsfC1avBeD0W/voWrma1sU3WlE90TzpWIF0tJrOLR3NYxrWrBSjeBw9819YgwBRt3c4BulYvtGWPNbmJdTkwd/gRpO/IC8KK8VaxhY10wudCZE6NaKnVEojxKVb2FxVPeUonKAtcDRHjbSZSupMEDuqKtfBmEsIYSKEgRAmYJSPJ24mQpQAc/I5rHNCmDDVY6l5fM1zCVEqP9aYcK7yOGHVYZb3ZyuLmvrJ5VfzXXwucS8qJo/1j/LT3t38W26DXf6wZwf/nr/ZKqPybv9xfnBwkX3+c95vcYvj8Fmfs5oVV1Bdo0qU6wWGEBRMk6IpKJhQECYF06RgCt4Uaxg4sIn1R97ib1es5qnSDh7++xdpVFW073+HP37667znmQN2+fM//DofeK5a/vn9y9i7qPey/P9QgdUDLRjqKJppYqgqG3rDGGrCLjvdHWhiAKO8AO3YjXdyVLuJ97z2/9l16zb6+H97XHhUFZcCqqpizSROAinAEkU2JQVKoORVQC2vtaVgKippVDKKUlOvWo9UVBTU8l6pKSsIoeDxjrH/rR+gqpp9vcr56uMmlsvXmbZ99XkURUVRHKBY11fQUFTN2tvnVBSlUlfZrHOKolqPpVq2zp/tnLVB/XUmn6ts8nfv1YocN0kk1ya6HiObPVmz9ZLNniCbO4lpTjMGEE4wujCy3eRi7aSHW8lG2yimW8Gc+raNP+wi3FqWPq1ewi0+gs0OnP5+8sUjpNIHSKcOkEofJJlKV/602yiKi2DgOoKhtYTK8sfvX1r+OzVFF4Ugo2fIF/O2oKmsqZMupuuOK4Jn4lo6xele/3ngUByTpE1ddI47RNBZU+euFzuXMu2aZO4ghGAsN1YVPWXpU9mGMkPnTGsccUcs0ROqCp+K9GlwN8i/4xLJZSJXNNjTF2N7b5QdvVF2n4qT0+t/Xr1OjQ2LImzqsQTQugVh3A4ZcXmhnLcQevnll3n55ZdZt27d5eiPRHJVYkX3FEnH8hzd/jrbv/tlUFR2P/Ff5RYKu5/4r7NG9wAoqkKgwU0xPUIiq4CoyiBFVRGmyf0Pv4NlN224Ei9r3mGlWKtKmnwhjqa9xfBICSGyVYFTJ28mrp1zKVOsWekeqmnVqgKnTuhMEZVT+zhVdV2y/swHhDAwzRJCFDFNHSH0cp2OECV0PY+q9pNKvYmqCYRp2G0sSVLCFCWEWaovi5LVxixfT5Sqj6urq9nM0oS6s7QVpXK/a9qWN2oEjlW++pf3e4VPcNu+7aw7coi9K67jtbXNdeXXJ5R3r+nhtr3V8pPXe8kU9lEUUBAKuoCiqVAQoAulXA+6qdS3EVAwrWNj0szaKqvPOPi/j1vy5KeefYpXb7jOFimGqrLqUKyufOOR+vL1fU72LRK4FXApAreKfexSwa2Uz6nW3l1T71LArZYfN6GNWwUNeH3dFrTXhu3nfHPtWhafecEuv3DHPXz7jhbWHT3M3uUrGVjbTB+L+J2f/3XWH3kLdUWWzWt/jGYARjk1zCzgcEA0emCWnn2uYEkjVXWU5ZG1qZVjdULdxPI56lTFWZVYqnVstSnXq87qY8qPqytXrqs6y3tXXVlRXfb1pr3ReY0ix00SydWLYeTI5k6Vhc+JGvFzklIpPu3jhOnCyHWSj7WTi7VTSHRSSHagZ1pATL6xFWhwW9Kn1Uu4xUukxToONXtBTZNOHyKV3ks6dZDx9AH6Tky15o8lf/z+5bh8S1E9izFdC8ipTcRKeU7raVLRFKmhH02SPJVyReqIb138d1QF5azp1aaLzqkcex1eeWP+GkQIQbwQZzAzyJn0GfpT/dUIn/QAZ9JnKBiFs17DqTrpCnTZW3ew2zoOdtEd6CbsvvwZCCQSCSSyOjtPRdl+Msr23ij7BxLoRv3fl4jPyU2LGtm0uIGbexq5QUYAXVLOWwhdd9115HLThTNLZkp11rJkJszl90sIQTFXIh0rWJE90TypmuiedLRAJl7ANK3XoGdfARSoy19cFjuin4b2NQQbPQQaPQQq6d2arSgff9iFqqkc26nxX3/6mi2BNv3EBzGKBbqvX8uym26ZjbfhsiKEwDSLU6dYswXOhGidKdbNmSrFmtcHhw+ff58UxTGNvKmkWQuUI3WmSrFWkTr+8gz32aXy/tYKlonCxTR1TKGXZcfZy9a+WJYutfXF8r40oZ1uy5xKu9rntURK0S7PRMj5/LDnjcv+1s0S9ZEG1v+hqSMb7JvAlCMZatvUPAb7MTWPr3keKwpCqR6XI0EMAUXTpGAa5cgak6JpkDcNCoZhRdwYJfKmQdEwyJslCkaJgmnQ9eYJfvbvvoGhqnzg2Sf53n3reN8ze+3yv99zPR9+7oBd/rd7VvHTzx20y//3I8v450WXZoanioLH4carufE6PHgcbu56pa9O8ATVkn2smSZDG65j+Q8G7XL8pnVo//WUXd7w9nfxK++8o/xeWVv9zQvF3lfqp45oouZc9XxmZYnf4WbWHz3InuWrWPfAZn6n56aa8i18b9Dg9XWbMIBf6FD560GTbetu4tV1N/HXS1VujvxS9fqVa0/RBysKS9S3nXFkGNNGipUMnX1797Jm7Q1oqlJznemud67nnXi+PvrNjnhjikg7YVr1Zm0EXVnYTvmY2nP1Qrcqemsj+c6GiRBFDGP+y5RM5tJNmLgakOOmS8NcHgfMNeR7dWkpldLkcqfJ5fusfa7PjvopFAbP/thcI4VkK8VUG8V0m7VPdqBnm0BUv/97/E4amj0EV3gJNZdTeTd77WwPDqeGYWRJpY8QTe4gkTrImTNHKR7vRZSmTjup4yQqAowabvqLKqfyBr35AjnjJHDyot8Xh+og5AoRcAasdXFcAbsccFl1lQidyrlaseN3+uWaKpJJ6IbOcHaYwcygtaUHq8eZQYYyQ+RKZ/+bqioqbb62qvQpi55KucXXIv/vSSRXGCEEJ8cy7O6Ls7svxu5TMQ4Pp5j4laUj7OHmnkZuXtzIpp5GlrcGUOUaQJeN8xZCX/3qV/nsZz/L7/3e73HDDTdMyvkeCoUuWeeuRirvVzabxev1znJv5g/ZrHUjfzbWGCjmS2TiBeKjGTL9Dnb/sI9sQicdLZCOWdJHz5899Bis6B5/xIXatJKRY7tBUW0pVBE7D/3igyy7efM5r7Xsplt472c+R/+BfXNaAlmioVCTWi1tyxkrvVq6JionXZY66RqZk7bbTjXT7UKxUqxZUTbpdImmpgU4naHpo3EmpGOzonIuPMVaRbaUSklMs1jdRNESJGYR0yzYdaZZW1+tq6uvqas8frpzYuI1LuF7Ozuo9TPr0SgUDbzeQM1ses2eDa/WzJI/n1n21brytVRtwuz7ymz7CY+vm6nvqHveeoFTFjPTpa1i5umldFOnUCqQN/LkSrn6Y6NAvlR/nDfy1r72eJq6nJ6z1rkxcpTMC8/j/vE3jPIaNyaGAmv3760rbzpwoK68+cChallVuG8giWfzLXg1L16HF6/Ti0fzWMcOLx5H9bh2m6reqTonva+p0LP0v/hLmGXB8+DPP8qeZIbx17bRdOstPPy+d/PibT+wyx9737t58dZ77fID73v3Bb83M+G9fvD8bAevxtI8UllzqXlBXXlzc4JXY2m2TFOebXRdZ3fJQ0f71b+GUG0ayPpUj9VoQdOsRDLqdr0lzqeIZjRLdluzLjrxXFGQ1fqJdWZtJOWkSMfKRIEagV8zeUAyNXLcdHHIcdP5UyxaP4+aJlOozAQhDAqFYXK5qvDJ5U/bx7p+9nW+jIKPYqq9KnwqW7oVYViTVpwejVCTh6YWN57lKlrYRAnqmIECBX+arBIlVUwxWEyRLsQR+iDa0DCegXECJIkoWRq06b9vRUsKA0WVAV2hv6gyoKvEDAUolLfJ1IqcWnFTm2atVuwEXAG8ipftL23nvQ+8l4AnICN0JOeFEIKUnpokeWrLo9nR6gSls9DkaaIz0DlJ+nQHumn3t+PUru7vlBLJXCdTKLG3P86evji7T8XYczpONDN5vLCkxc+mnkZu7mlk0+JGuhtk9OeV5LyFUCQSIZFIcO+999bVCyFQFAXDOPeN8WsZTdOIRCKMjIwA4PP55H/4syCEIJvNMjIyQiQSuaSDGyEE+YxOJl6w1uuJWZE86XiBTCxPOl4kE8tTrJM9Xna+eWrK63n8TgKNbgINnnKEj5tggxXpE2x04wu7y3b7No7tXGbLHOCCxM6ym265bCLIFjm2vKmVM6l6mVN73i5Xxc+5Z0afDwqa5p8QaROoETVTy5va9qrqR1GsiJhCIcUzz/yQZUu3oKoGppnHMAtlGVPANKz3oFgcwzQLGGa+eq583qqvqTPzZ5UvVjqduT2DuiI3rHRATkt4qFOUL6C+Uneucn1Kokq9qyx+Jpbrfy/ous4TTzzB3XfNrZvMQojJAma6fSlPwSiQK+Xqj408hVKBnJGbtl2+lL8kC+6eD6qiTi9dphE27eI02o7/RKgKmilov++daN/4H0RZwKx6589Q+Id/BU1DMwxC19+NNvycXf6pD/0+n5zwXeRSErz3Xrq/+hWy27bju2UTwXvv5U6AGtFz5/vefdby5eYdzeE6sXO+ZcmVQ7HXPAK4utYuEELYcmpsbBhYPNtdmjPIcdPFIcdN54dpmoyOjuLz+XA4znuYf1UihEmxOEY+f4anRsd5LamzRjvJjaVt5LJ9FPQzWGvnTU8pH0DPtKBnmimmW+oifsxiAMVnIAJFSr48hUCaXHOSlPsUcecI484homKUlJ5CN3XrqcbAFxW0OUxanYLWmv11DoFWCSye8BEmDRjSVUZKDuLCT0YJU9CacDsjBAOWxLnJFeTucpRObQRPreTxO/xo6vmPqXVd56B6EI9DrjsqqUcIQbKYZDg7zHBmmJHsiHVc2TJW1E9Gz5zzWi7VRUegg3Z/Ox3+Djr9ndZxwDpu87fJNaAkkjmEEILT0Ry7+qx1f3b3xTg0lMIw6+Wuy6GytivMhkUNbFgYYeOiRlqC8md5Njnvb4o/8zM/g8vl4hvf+IZcHPUCaW9vB7AHN5JzE4lE7PdtJthr9sTztvCp28cLZGIFjNLMbsy7PBr+iJtsKcmiZV2Em7yW6Gnw2BLI6Z75F+uJMud8xM4PxxK8EktzW2VGeE35/qYQppmfIG9SNZE46fryBHlTKre5fCInYEfgaI4AmuZDUz2oqgdVc9viwJIIVgRFZWHwymwhK41ZAdOoiBdLxBT1GPnCYJ2wMYxCvcApC51a/AHYuesSvtTzRkVVXdVNcVnrMUyoU9UJ9YoLVXXX1yv1jztr/YQ6VXVPK1iuVkpmiaJRtCVLwbC2vJG36suCxa4v5avtK/XlyJva47NF2VxpFBQ8Dg8ezWPta481D26HG69mCRy35rZljltz21LHPta8Vvspom6mirA5J+sgtfDeOuGSuv2h+vJNW8hu24574waO5HLc8BPvo7Brt33+chO8994r8jwSyXxGURTr7zVWKlVJFTluunjkuOn8UFWVhQsXXpX/1yaOgQAMo0ChcIZ83toy6dNk0v3ksgMU9EFe2reM/doN+P1pnuh5D6pp8O9qO78mnmcj1iQ/YWromSaK6ZY68aNnmsnmQiS1PClXlLQrRtodI+0+QbptF+mFMdKuOKY6tdhVDUGzIuhwmNzor4qfNqfAr04fBWEqbkxnB6p7AW7fYgL+FYQDqwj7uwm6gvJmuOSKYpgG0XyUkewIQ9mhScJnJDvCcGZ4xuOcBndDVfYEOicdN3oaZUo3iWQOkymUeHMgYUX/9MXY0xdjLD05+qcj7CnLH0sAre4M43LIn+25xHkLof3797Nnzx5Wrlx5OfpzTaAoCh0dHbS2tqLr8z1V0+XH6XTakUFCCIp5g2zCEjuZRJFMwpI7FdGTjhXIJosIc2Y5tL1BJ/6IJXX8ETeBiJtAg7tcZ+1dHkc16uChFRcVdVA7mAF4JZZmS8TP2xtddUKmGomTsmXO82kvvzW2ERWTx/pH+aDrZf6jeDsqBo/1a/w6f8wGsf2C+zYZBU3zoaoeNM1TFRCKq5qKC9VKf2evhyFqUuOU7PVfKjKmUBghZ/ZNEjOzg4IQDpzOiphyW2JKdVmSSnXbm3XeVT7vtt6TmvP120SB455CwLhsAXOtI4SgaBbrBUupQMGslqcSNxOlTKVNTs/Rn+7ne898j6JZnFLuFEqFKx5FU4tDddSJmEnypea4VuBMK3emOe9SXXP6ptBE4TJdWdd1eOIJ/PfcQ+T++2ejqxKJRHLeyHHTxSPHTeeHy+VCVa+OGy6f/vfvssMTYl1mkJtXavyf1CoU0xoD/bL+99zESzgc6Wkf/+qbd/CVtb+CYpoIVUUxTUxVQzFNdh2+n9DIJuK6i5ghyLhSZJwJMu4EGVcvqeY9ZDpjFB31N7k9mseOtGl2dRF2LqfNqdLoMAirRQLk8Ig0TiOOWhoHpo8CdLs78PuW4PMvweezNr9vCW53x5z+7ia5OqhE9YwYI2wb2kasGGMsN8ZIdqRO+Ixlx2Y8Zoq4I7T52mj1tdLmb6PNV93aA5b48Tpk+k+JZL5QLJkcGkqytz/B3tNx9vXHOTqSnrT2j1NTWN0ZZsPCBjYuamDDoggdYfmzPtc57zuRN910E6dPn5YDm0uApmkyv3OZiujJxAuW7CmLnmy8LHzKddlEgVJxhum2FHAGwREELWCiBEwUv44I6AhfEcNXoOTNk1d0MsJgSJiYwrTSpQkTM20iUgLjlIEpTAzDoDfby65tu0CxFtXWUNEUAycGDnScGDgpoaHjQMchdBzlsiaKvGUu5W+Mj6GalsABUITJY/0qvyb+iI3sPOtLeoFPoLAeU1FRhMmOeCeK18RUNBRhcoDr2YAlhCzZUF0nxVq4XK284eXFtw3MyhoEZgmY+GVPYBgZDCPD5RyDK4oLTXOXJUytfJooZNw1UsZTrq8KmtrzmjrxGlXhU3lMqQRPPvkkDz00t1KLXWmEEOimTtGwpIy9L8uUSl3luGAUrDVqJtRP9biKfDmbxCkYhRnliz5vhmfe1Kk67YgZtzZhc7jxaB5cmmtSm9ry2SJuastuzY1DikCJRDIPEYZAGCaUTETJRJREeW9txbHkbHdxTiHHTZcOOW66cgghwCj/bOvlrVS7N6r1NecwBMI0MYolOk65GXviCKWSjq7rlEo6JV2nVCpRKuUpiTgGcUw1jtCS4ExgOhMIVwLTneDvxn+KZ3vuASEYCjex79QZlEhV7LwxtJLN3U8CoJTcOHJNOPJNaPlGHDlr/4azzZZB1EghoaosHBzkNscGFLdajnJUUFUV1VBRCipKSUXNq6iainBnMT3jGJ5RdNcwBecQRccwRe0oujZuZYKeZik1FS9edSEex0J8zh68rh68nsX4vD04XH4Up2ptjpq9lEGSi8AwDWKFGKPZUUZzo4zlxuqPc6OM58YZzY5SNMv/cZ89+zVVRaXZ02xLnlrh0+prpd3XTouvBY/Dc/lfoEQiuSyYpuDEWMYWP2/0Jzh4JknRmHz/tSPsYV13hA2LImxY2MANXWE8Tvkdbb5x3nekfvmXf5lf/dVf5TOf+Qxr1qyZdBN17dq1l6xzkvlPrejJxPPEY2li42mS8SyZRIFcUqeQNCmlgdLMv/wWtRwZV5KMM0HWlSTjipNxxUm7EmRdcdLuODlnCqFMuMmsAzFQYgK3Am5V4FHAo1pljyrwqOBRavfV484IeNLlcvmx6nl8Zz89djNKkzU7DSFAURBlSfNi8j42BHcioO7WuEL1OaI0WO2FQCgqpbgL4auWvcMFaK2890UM48IXeraiWLyWWNE89r4qbCrn3Giqt66NpnrtNHCTz5Ufq7nLe8+spShTlNmfaVobHTNRrlwOQTPpOcrPPVdQFbVOxngcNSJmgqSplTIuzWVLFwcODr91mE3rN+Fz+85+rfJ1ZGoCiUQyV6m7OVuWMNRImFoxQ8lEGCZCF+W9CeW9MER5b8IEkVPZ6urL7auPN8+5BF6qcO71Aa4l5LhJcjkRpkAUDUTRwCwYiKKJKBiY5Tr7uDChjX1cPqeXJU+NADrfeTqmomO4k5RcCQxXEp87wcjQs5RcSQxXgpIniRGyzpuuc/+eeMtYbY+VEIK0O1AndNpPZ1l0+g9x5ppQS34UJg/IlkT280rNYzb0HqLkcNAZG+X6VJEGTxChlNA9MUqecXTPOAXPOLp3DN0Tteq84wjt7OMpVffizLXiyrbizLbWHLfhKDRM6lueInmOnOWCoLg0VJeG4rY21aWhuGqPVeucS0Mt7+1jt4bq0VA9DhSvwxJNUjLNayrRPOP5caK5KNG8tdUKn7HcGGO5Mcbz45hi5uvVehQPHcEOWn2tNPuaafG2WFE9/rL48bXR7G2Wk9kkkqsIIQSDibwlfk4n2Ncf583+BKnC5GjAsNfJ2u4wNy6IsLY7wrruMK0hKX+vBs77t/qHPvQhAH7u537OrlMURS6Oeg2hGzrRbIzR8Shj4wkScUvwZFNF8qkSpbTAzGioOSfOnBfNPFfkRfULakHLknElyTqTZF0V2ZMg67Skj+5KYHqSOB1F3EpVzHhVlTaHkyWqikdT8KngVpxl0SNwKSYuxcCFgUMxcJwlfP9y4h8tIFrU6gCnBjWtoISYYjhTZZjOusFRKhBEMQyEpqEYBumYh+1+DV0o6AKKAuvYpFy26muPUVy4HH68zjB+dwMBVwNBdxMN3kYi7ggNngYi7ggBd4QGdwMRT4SAMzAvBxamMCkaRTsaJlvIMm6Mczx+HKEKW5zohm61KZcrj6k8riJSdFNHN/S6cuXx9rUqdWa1Xa2U0c3Zl1ITcaku3Jobp+a0xYlLc+FSXbg0V7VcPnZrbpyqc1J95bgiYM4mZCp1DtVx0f+3dF3niWNP8I6ed1zTkV8SieT8seWLURYv5X192ZIltqSpCJaattWyOUnm2OKmNFHSTI64qUiaOYmCPasdzdprxdlLxTkXkeMmyXRUZI6ZLyHy1t7M1RznK+esY1E+bx/nLaFzWfqGwNTyGK4UhjNN0ZWg6ExRcqYxnGkMVxrTkcZwpxCuFKY7Cc7seb5+FVEII/IRTD0CpQgKDag04Xa2sCY1ynCk1R73rD9zCl8hw5lwM52JMd7pcrDwI++zBk6KYg2rar8+Cvj4SR+jO1/nYNtCUBRa03EQgoGGFvrfNsrJ4P+maIwyE/vlUlpwq114lE7cdOEWnbjpwG10oGkB8AFugQiJeumuG9bv9bp9bWSVQJSM+t/zJoi8gZG/RJ+vii2HVI+jKos8DlSvVa4el/d+B6rPiepzoGhy0tTloGgUieajtuQZz49boqcsfCaWzyfVtYJCo6eRFl8LzV5L8jR7m2nxtdjHzd5mwo4wz/7o2Ws+W4ZEcjVjmoK+aJb9ZxLsH0jy1pkEb51JEs1Mnuzgcarc0Bm2xM+CMOu6Iyxq8s3Le3+Sc3PeQujkyZOXox+SWaTyZWQ0PcZIdJzx8TjxeJpUIkcupaOnBSKroeZcOAsePMUAnpK/5goK4Af8WEsK1yJQVJ2SJ0reO07JO4bhjYMng+bN4vQVcLl13B4Dt7tEowZuxcBFCY0imtBRRRFFFEEUOfsX9iu/YPtkrDV3NNWLqvjRVB+a6sOhWPtSxyIUwyBQzNEVG2U8EKbgcNEZH+OhfJ7V7V+11ppRPGiKG0Vxo+JBxYmCmwfjCf4mkwUhWDQ+xKYjb7J9xRpU06QjGWVNqYG1zj+maBTIlXLkjQJ5PWctbK9ba6jkSznypQK6UYTynDVFKOXeg0mBJGdIMUgfCoqgbmabQKAqKl6nF78rQKC8VfJpB1wBfE4fPqcfn8OLqmkYwsAQBiVhYIiSXdbNEgbWviR0SsKgZOrookTJLFGihC50iuVNFzo6OkVTpyiKFESRorBkS8EsUhAFCmaRIpZsyYvyOjSiHElDERNzknX7iyf+4or9DzkbCsokEVMRLbWCxRYu6gQpM8XjphI453qc/IMvkUguF7ZwMQVmvoSjqGDEC6CU6uSLLVQMUY16mSRbJgqbsnwpC5gpZY59rkbmGKJ6bWOOypdaNMUSMQ5rj6OcZsihomgT65TqObt+Yl19ufI4pqorix9Fs55rIq7xcfjcLLwncxQ5brr6EaawRE1WL+/Lx9lp6sptRcE47yic6TAxyakFckqBgqpTUHSKGBTVIrqWxXBkMbU8wlFAqEUUrYDiKKI6CmiOHKozj+bMoroyqO40qiuDop6/jBCmhqGHEKUIxbwXn6cDl6MZl6sZt6cFj68Ff6ANf7CNQLgZl2f675x3Ap/+j//iJV8DDQp86iffw+7/+QExQ2dlyM/dD7+PfLGXYmGEQmG4uhWrZV2PsmDhAzwV2owqDE41dwCgCoM3lWW4jbfYyAiK4sLj6cDj6cLj6bT27s7ycSceTweq6r6Yj2gG752oRmPqZjnKa4qIr0pk11kivsxiRSAaYAowwcyWIFu6oCmRikdD9TlRfBrL0gES2WM4Ai5LGNniyInqd6L5Hah+5zUnkYQQpPU08UKceD5u7QtxYvmYfVyJ6qlInpSeOu/nCTqDNHobafI00eBpsMVOi7elTv40eBpmFNEj12WTSK4uSobJibEM+weq8ufAmeSUkT+aqrCyLWiLn7XdEVa0BXBcY7+/r2XOWwgtWrTocvRDcokxhUk0H2U4Pczg+AgjY1Hi8TTpRN6SPCmBmVVRc05cRR++YhBPyY+CCgRB8eJzFgiWBwmqI4/qTqIGRqxjZw7FmQN3CtWTQXPlcLjzaM48DkcBTSuiqgVQdJRz5RepZSbfUgVYi/hoKKaKIjQU0wHCgWI6UE0niuFEMZ2opgvFcKEaLhTDjWq6UA0fmhnAYQZQTC8aHlThRMGJIpyowlm+lmZdW2gopgamQj5bxOP2oZgK2BvWTK7yF26EmHaAd1uLxq6FIzz41ra6KCFFmAwpKsf/JcMi04e1lk8JqE+p8L+AwjIXLSe/SdIZQhHCuhbW82YUhcBgB4vMrpm/55cFE0ghSNkfqVbeJqMAzvJ2ZTAxMRGYinVkKtZxSTWtOsXEUAVCFZiqQCjWHg2Eam2ogKZYN+ZU1dqXb8Spqorq0FA0FdWhomoONIeGqmk4nA4cDieay4nT6cTpcpX3bhwuJ6pTs65TmXFdc5NPIpFIoCxVTDh08CC9vb0s6l7IyiXLOXzkCL2nT7GoYwHLFy7lyImjnDrTx8LWbpZ3LuFI3zH6hvpZ0NzFsrYeW5DYETE1x7ZYMUwwLWGCeY52ZdFztuth1v+BXEcDY7v2zM4bORNUrBtbWlmkaGWBolWOqxJG0ZT6djX1k36n10iYqSXN5DpbyJxPrlrJrCLHTfMLIQSiYGCkdf70O//BNs3JplweYQh2+L3cFM9wf98Ig8MHaQ8tZ0HX2xEXGcWhUyKrFsipBfJKkZyiU1AKFB0ZilqeklrAdBQRShGh6ihqCdQSqlpC1XQ0RxGno4jDUUB1ZdGcOVSntXc7C1yMxhCGG2EEUUQIlRCaGkFzRHA6Irg9jXh9Lfj8bfhDbQSCbThdERRFsSK1n3iCux6YWdSBECalUoJicdzadGt/+/Xwg9FFJDH5+JsnYeENqBhsQ0N75VfPufYqQH+oCxUDU9EAYU1+UzQ0BNG23+L2ZV24XE3VdVZnCUVVQNVQymswXIpk2kKUI1BrosvMfAmRK5Uj0irRZjXRZ7lSneBE1EQrRSGMi3x87JzPrfocqAEXWsCJGizvJ5aDLjS/0/qbN4cwhUmqmCJRSBArxKx9jdiJ5WOTziUKifOK4KngUBw0ehpp8jbR6Gm0t7pyWQA1ehpxaa7L8IolEsl8JK8bHBtJW/KnHP1zaChJXp98/9XlUFnVHmR1V5gbOsPc0BViRVtQrvtzjXNBiUAHBgZ45ZVXGBkZwTTr/7P9yq/8yiXp2Fzgq1/9Kn/6p3/K4OAgq1ev5otf/CJ33HHHrPZJmIL/PD3IMyPj9BSz9CTGiSdSpJMF8qkColBA1Uu4DIEPFY+qWAMEZ56IM09jRfCE86jNObSK7HHmUSvnnHlU7dLPFlEMZ1nOuFENtyVoDC9qyYNa8qKVfKi6D7XkQ9N9aLof1fCilaptVMOLYrimzBN9JfDghFzF90xc7efc3DVqUBx+gT6Py1rgVJSvpFj5rfvzrxHy3oNhiwqjKiwwMRSTn3n9SfZliqSWB+qugaKgCMF+Vy9pJVHunbDcmXVU/69SeRXCPo9dM/V5KxuDYr//iqiWJtdTrbXbqSiiWo9dr6Ci2v9aexUNFQ0NB5pVIxS7lSqUallYkUxqOaJJFWf//2FdHRBa5SVbXNbMLUZ5q4bmmkChvJ2Tcmoe+yZhzSztybO7a2Z2O1UUp1ZdtNapWtKppmyfd5Uf46o5L2eISC4jhw4dore3l56eHq677rppywsWLADgyJEjnD592j5/LixxUhUR9r4iLSozck3K+/p2R/qO0zfUz8IWS6AcHThB3+gACxs7WdqykKODvZyOnmFBuJ2ljQs5NnKK04lBuoNtLA0tmOa5aspT9a0iUip1laiWmmMMwSl1lKdd+1AEbNu5nXX6IvY6T6EI2L53Z115x4E9deWdx/by9uJaFpktl/kTniGV32m2cFFrhItSjUaZKF/q2tVEx9SKmAnlWmEz6VzN9aR8kVwqroVx01wcMwF88O//mYPNnawaPcM/v+O9mGmdUrrAX7z2BLv8XtZHU3wsuBaRMVCzJo+Lt9jdEcat67x0/Y0opsk21foeVDk+nfoO1w3FOJ7cwaZSjI5lNyFUnbyWpajmKWh5dLVASS1SUnVMtYihlhBqCaFYMge1BFoRHAVrHObIozoK5S2PVzPwXsL3QZgeMAMoBFCVAJoawKGFcDojuNyNeDyNeHyNeP3NeLyNOB0NaFoEBTdm+W+RWf57VtkLUU57JwSiCKkxgWnGKOkp8sVxjOwpjh14AkhTKiUwjASGmcIwExhm0t6bIoUpUkz1Jfw5PoHK9ZbMEaYtc1RhcJA13CROoIpmVJpQRBOqaEIRzfYxZjMbNC9PunOoAkxFQQCqAENR6Oz1sudoEkGyPBawXheVuX2iZnxk14vq+TJK+R97fKpUyljjM7tRZS6gUnOe+iip2sfVPabmcXa9Yj9eVRUU1TpWVOux1l5BVa2LWG3K5zxOFJ/LbqcqipVarubxmgIUTUShBAWDUrbIkTcPsnzRUtSiQOSsepEvQV5H5AzI6qgCRMaKiCuNnPv/p+J1VIVRyIUWdqGF3OXj8j7oOi9xZAqTtJ4mWUiSLCZJFVMki0m7fLbjVDGFIS5sUOh1eAm7wzS4G+r2EU/Eljq1wifkCsnMDBKJ5KxU1vt5K6bQ98IJjoxmOTSY5MRYBmPCRDsAv0vj+s4QqzvD3NBlyZ+lLQGc8r6OZALnLYT+8R//kZ//+Z/H5XLR1NRU9wdMUZSrZmDzzW9+k61bt/LVr36V2267jb/927/lwQcf5MCBAyxcuHDG1/nhWIJXYmm8msLBtJXSzDh+mCNZ6xZwuFgg5XCgAY25DNFACNU0aE1FwTS4fugERbef3vZOVvrO0Cda+WHnraimgam6+VXz+2wMbUdpytP2egbvIZXcdSajd1Y/2paXS3j3letvP7+PXDFcNTLGM+G4RtbYYqcqbuzjktcSQFzcLyAdg7xSQldz6Epp8qbq5WOdklKipBgYilG/x9pPVWcoZvUcxuTHpHPEugAA46ZJREFUn6POqI02Kcub2nIlGuVzLzQgFt1jL3AK2MdqfDsfWffUWd+Hv3wrS2tsEUdWrpzyGt9q2M4ZdxIhNEt4CK187CiHt2gI4ag/x1RttSmuUdkciPK1rONyPVO0vcjP3aIchnUeKOVnrvSgcqyV/yfWntNQ0LBilDTAgYKjXHbUnLPqFFyqgkdRcKoKbkXFpYBLVXCh4FQUXIqCQ7HaOgGnotjpFO1rC3DYm0AT4DBBFQLNBNUUqLV/3wXWIr+6eakyjMwMlUlCqb5cPa5b1LZmsVt7Ydxynb0wrkuTkU+XAWEKSxSbwhIdZlU+UL55g1G+6VGpm7CvRj1W2yOmOV95PqP8fGLC801oX7nmidhpftD7AgoKr7/+Ojc1Xs/O6IFqOXQdO5OH7PL1ygK+tWePXX7AexOL1La6yJOq8DHtfl4otcJl59E36oTKrpP76sq7lf115T3KgcsuXAbVGIoAoYAioF8br5ZR6HfGUFAQikBBYcATQzGq5ZHGLCubGizpUY5wrBxTkSyVyEe1LEvUqdtN+RhNBbv91O1KZoknn3qKh94pc9dLrk6uhXHTpRozVdjzrW9x8tAhHA4Ho4kkIGgJh3leUTnR2EHAzPFWaw8JbxC3nsdUVISictPQPhDwVvMKbhg7Qr7k4pXrNoEQjIab+Mj//DufaXyK759exRPdm3GUdE4tDFE4830eWv4aT5zYzOu+VSB0Ug5YdXiPvWYnYB/vW7qW11dvZknfYbre/DaFzf+NMDWEqYHpKB/X7svfue3zDii3F4UApVzEfnzt4xAqwnAihBtMFwgXCDfgQsEFwomCC0VxW1kOFBfWt0yn/T1cmKq1CTANYW0VwSNKCPIICihKAaHkgGOgFlBVK52cNVEwV508WD6eckKhI4/qqE4oDLfBmfHz++yNgo9SIYRRCFLKB1noUDA7NVRhWp8zoJgCU9UIvnQnB89sOccVo6jABzudnGp1smjE6l/lWDsTZdf5dVGCi8MHTs+opWLLKut7iVqWXYoQVkpyIVABJamjjOTt8Zn1a1JYEyMVa4KkoZYwHCamw6DkNDAcBrpDp+goUtQK5LU8OXLkRJaMmSErMhiKjqGUMFQDUymVj0v29ezrTqgXivXl0efwEXFHiHgiVcHjqYqeyrmIu7p5HHKhdYlEcuFkiyWODKc5NJjk0FCKg+V9IqcDGhw6Vtc+4nNyQ2eY1Z2hcvRPiJ4mP6qc0HbBVNeTnXpiZv0kzWnOl8qTQCvrxU5xnEokZvulnr8Q+v+z995xcl313f/7tukz2/uudld1Vaxiy70K24BlOhgcUwKEJBDIk+BU8jyQ8ktIXqE8hCSkQswTAgYSjDHYxjJgbMuWi6zeV9IWbd/Znd3pc9vvj3un7a6qJe1KOm+/rk+9Z87sHc3ccz/n+/1+7nOf43Of+xyf+cxnkOXLV2H88pe/zK/92q/xsY99DICvfOUr/PSnP+Wf/umf+Ou//uszGuPnE3F++0QMCQu79KF4ZRNUOtnS26ljJfluliDZNi+sugFwHvY/K19L+/gQkmVhyQqyZTIw2MR1S6fw/jCC9pSNIdlor0k0mCYT11ajPgHaz6YK9b6RNqZWrkayNKJpH/WqimR6Gc9BgxSk3a52RRwfsulDsp2PiIlJVtbJSe4h66SlHLm8n2pJJyfnnLwcIyuPkfPlyEkGOUkvEWvMgmgzt6hTWi72MSSzYLHy+nDsTiT3kFGRJccORZJUxyalkCoohbwHGYVUMk0kVIEiayiSiibJKJLqHm7/krwqu22yU6fKGr6GJ7nl2ecYbaijfmQMoJDX7r6K3+16ANUdX5U0Zx6yhua+TtXYv+H99+9xy3PPMlrXQP3oKEg2o3UNVG1Yzg13/l9mBcmhdHdZSd0cfyGb/NrXpvhc2cZyF8SWbeefNTu7At3dcpZdbLPdHXWW5aYlfa18m1s2LJNELsl0Lk48lyCeTRDPJUjkUsRzKRK5JDnTKPpps2Xn35MtFcoSCj4lgE8N4FMCeGU/HsWHR/KhyCqmBaZlY1rO+zDcHY66aZFMpfB4fWRtp49hWhiWjWHa5MyTPE3OV1/gWNAyjhDlwVn+axQeAxTyGuDNC08l7R4k/LJEQJIJyBJ+yTm8OGKWF/DaTj+v7QhUmg2aZaOWhlmywM46PskvCK4rpTKRKW+ppMlIakl93jpKUwp98pZQsiYXXPiZhkllVCOzN4ouK45AUfwgOu/JLslbduGDX8i7fYvnFa1N8u22XZIvGQO7RJTJ50/yGnb+nDleo3SMQt+Z4k6p2FI6v0uA4+oxJMWxRpRsOD7e5zxvy5djJ8rKI9ZkWflEfIRWo+LcXjwvcuQFC3fXbKFekRjJJpCyJYKKP4ZkFMuDwSmkXEk5PI2UKZbHFxms6Wybc+zyVEaSAdm1RlHd3bkl4spcos3qY9XsfaTfCVCPzarbNvDcc88VAtavunVdWXnlTTPKb9lI7RlYWV1IJH12TDeB4HLiSlg3nY81U54d3/8+j+7bB5YFpgk+x+HZc6Eqnlxzg1Nf8ndM+QKF/M+X3AI4bph/VlmPapR7O3itYw1Jz9+yc+IehhvaChupdk0u4WZzK0ftZg4sXz/nZquZeWyb0bpmfJrK23f3u/emjuW7s2HKMREp5G0ZOx+v03kSDuRTkCTLLeO42nYfiCPZSJggp5DkaSeuj2QiyQaSbLqHMatc1kfRkZVcearmzilG0Jli6QGMXADMMLYRxDJC2EYI2wxhm0Gn3gyB6dRhh8CMIElawdpFlSSul8FrwaGAwsqM8/c7GIBVWYlr2mphUdHKxv1Dlljr4CoSsDrfFilpqwCWz7DUyRfOwrqnzFrIXT+VWRlB0dKoUG8X+hfry62R7JnnzSjn28mvrdx7W9sqz1vuRh0rb81V2s+917RKLb5mWn+5/fOWYdlMFk3zOLeclo2VfwA2x71nfk3oGEae7uZ0rva8w/HZG0Yk8uujC4AEiiqjKBKKJiMrMooqoWgKqiajajKKJmNqMjFNIaFZDHliqOo0Skm7qilO6pFRVBnVo6CqMorH7aPm2xQn1WRUVVgmCwRXAoZp0TuR4shIgkPDcQ4OO8JPTzQ55/epKkvUeS02LmtiVXMlXU1hVjZGaIh4F4yVYWmc2FleMGZ64ih1M25ZzvOMUvfjs/o558/p9cMo8cBhlHjamJHPj1WaL4g0p3BvfqFIZ5On73SBOWtBKJVKcf/991+2ixqAXC7H9u3b+eM//uOy+je+8Y288MILs/pns1my2aLTp+npaQBejMWRsbBw3Xrl/6GeYd4u2ZVmy45LMWy7kLdkhet2HmX8+K+yvOdRSrcKazur2Zu7mxv7Hy+rD/RH2VJXUXiNbskC0ti2zSEpzfGKF4n6J8lJBjomOddqxsJ1s2UryLbs5h13XrIto9iO0KLaiuPmy01Vu+jyy5VW0OwAPlsmZCtoFA8PKioKnnydpJWcq5bknbJTU6xTJKdOtV1BBtlt01Alp4/zZSlR9gCqZBFRkpTY4+f/XDbj0XFqqXVixhTapJJzZpxbVgfHk4M87uvi2iVJVo4eYXBJMwArR48QWHc9NZ2fZHUP5XOUcBaDkglkOVZzGwO3vkbz6CDZcJBsOFDI19bfxuJD07M+o/PKaX+gJCDkHAoQcI88tk3OypHUkyT0JEk9SVJPkNJTJPUkKSOFbRtIxMGII+klrusARVIJaUFCaoigx03dsoLC8NAQjU2Nju/wslWWc81NGwxXRDLs/OHU6RbotlUoF9tK69y+M88tyRvY6Dbotk3ObXNSSsrF9hw2CbdcaMOerU+9DuFKA3w4gpEPR3Ty4QpJZXXF1IeEHwggEXSPQKHeafO6Yyj5D7hpY5vm6/bBP5MlhJk6fOS8jnlZIDsuQfJiCFJeGKEoXEgz+pSeI5WIJ/lzpGI/SaYk736PyVLZWJJb1xmz2Huwv2DFsqRjCdHeXcXykqVEj+0sCB7BijDR6UShvOzOtVQtWlIurszI58WeUlEm717ldKw47Gf3948VBJQV169h69athfLya1czVlq+ZlVZeemtqwksP7/x3OySdOmq5dyn3kdvby/t7e0sX76cxsbGMy4vWbJk3oMJ519/vuchOH+Ia1nO5b5uOts1E5x83aTrOkf3HygKLyXrooGK2jnry7Acl2K2LCPZFpppYChqwbKnIpMAr40qF8UdybJQJUiZMpN1LeWv4Y41Vz4/5pHFi6gPfuV1/AUXBrrpwTA9mLYHw/Jg2R4M24dp+7EIYMkBkILISghVDaJpITyeCD5PCL8nQtAXIeQLEw5UUBGoRLJhy5Yt3P3Gu1+39WfH4cPO71ZXOwDrentpX97O8uXLzsdbv6KwbIusmSVjZMia2cKRMTOF+rSRJmWkytK07uSTepL+oX6CVUEyZqbYT0+RNjJYplV8VmAryLaCZMsz6s6uzSv58Mt+fJIfr+3Fa3nwWF48pgfN1PDoHlRdRTWcQ7E0FEtBsVUkWwHbiWZs2XbB34QlSU4YYFdMm+HJE2wwdQtTB87z+uRMkFWpICppHkcsUudItdOUS9OycbSi6CTuwy5PxHWdm8P53xN3XXS25TOldDOorpv0R9McG0vQM5qkbzxJXzTFwEQKyyrK3grgBVahUONX6agKsKjKT3uln9YKP3UBhX27d7N2WQOKpMCUAZNRpvMbQmd643C9hMzaTDrTfbp58rbyfq5oY1luWzFf6kHksmVObxr55w1yYUPnTI8ZhXjj6oz+ioSemoavzO/bkmx7Lv3x5PzhH/4h1dXVs278LycGBwdpaWlh69at3HRT0RT985//PN/85jc5dOhQWf8/+7M/48///M9njfOZ7/2Ab9R2ItkW9jkEqpTyohDFhcub924Dy2awuo47tz7LLZMH+eWiDayb3Mfi548WxJ/Uzdfyy6pWVsR2l9Ufu3UprzRf7b6ANGth054Jc7d0/VnPVXBmbFMPs0/pdzYO5v/lOVodq802bjBO/0NzPsYQXJ6Y2Og4UYr0Qt5JdSBbyNtuHyefdfuVptk50hyU1c3sezY/JnnBKeCKRT7Aj0SgJJ8XkUrzAbdPAAqiU154ks+zqYEt2VgS2HJpamPJYCk2tuSkpmxjyzam4vSzFLvQjuT+XSR3R6jkbhzG3TScj9VVUpd/7fJzAcl2z5ldzo9fVpbs4vlu3UJjamqKeDxOOBymoqLirMtX+vwEgoVGKpXigQceYGpqikgkMt/TmXcu93XT2a6Z4OTrpm9/+9vIR49ywDBmWQL11DTOaSGUp9R6RzZNLEXhqr5D7Fm0oiAgvXH/S/yfiTD/JnXznze/rXDOB7c+xgZZ4alQFU9edeMZWwghSbx18AV+w9rm/B5jg2S5eSdFstx6xzTEliwkWyb/wyyV/UA7MTfLfrTzfZCQLAXJVpEsxx2cZDkPvEtTZtW555heZNPjuAK33NT0IFkeJEsrbKQ6GyznXWLiPAOyC3m7ULbJ37PYSMW36W7MsF2XYiDJ7h4VueSeSIKBke1srUwW9jZCcX18g3clTVrNae+bDqR7GdVj1HsqqVDDRPUpqj0RGrzVZfdP+XPK793sue/PmFlHSV1+bV0+FwsT0/2/iet63HbdjtslrsgxHNfl+bztujtHL9QZGOjo5GydnJTDsA1y6G5dDuc/3fm/rTvu1G3nvIuBgoJH8uDB46SSB6/kxSf5nBRfWTl/lJZ9+PBIHufB5xkimeDJyXiyMt6sgicrFw+3fq7PesGzBWBgk/VYZNwjq1lkPRZZxUbXLEwbsCRsE2xLciyoyvIz0hl1lJWL55V9iC4CkmwjKTaSQjFVbeRCaiOpTpusluZL6vJ98/nLc9/DguFM1hwn7RMKUxGpKH767ZJlYT72c/Grq5i3cX+nQCqpc36vSsaxYSIZYyoVp9IXpjZYBTZEkzFimWmqfBFq/VVEk5NMZqep8lZQ56tiPD3JZGaaam+Eel91cfzCuNKM18X5nXTby9pK3kchzVvm2jBkRNmWOZA37KRLbeOg0V8sy20ctIrlVVIb++1i+XbWsMiuLYxbeP18uWTe5/KberlS+nzClsrzlNa7e7Nt+eT958pTeF5TUl8yhpUfu/R8t90q9C9tz/cvngtckOcoC2HNdNYWQn/913/NW97yFp588kmuuuqqWbt+vvzlL5+3yc03M3cQ27Y9567iz3zmMzz44IOF8vT0NG1tbfyvW2/kZjRenEpxbO8eeqemsDw+qowc0UAYJIma5DTRYBiQaJgcYTxUiWyZ1MYnkC2L5SM9mF4/3Y2LaJocwZa8LJ7o4107Hoe0wf9u/TRL9YPkWv1wCzSPDXEk3Ml3Ig/Qoh9gunVjoX6wvtkRg05hnXQiMc03PDqa5MRCUQDFzqfOTTgWSJaN5JqU5/8iM583ShSHP7M+0qy+hVSafR5nWJZKMnP9O5ZlxzWBrBQDcubrJLk8AGcqlSQcDiErMnJp4M1CHiRZdhc1zjmyu4NekqEq3YY91u982+Un4y5yGjo6sCJ1xWCfkutrOT+uG1y0PWayt7t/1hu1Jehcs5Rgdesc7/I8clYS8gUapPD3m+uDUbTYsmyLaX2aWDbGRHbSTSeYzE6S0BPYeacN7oPzvLOGgBagxldLrb+GWn8tdYE6av11jl9oae7XKtZBWeXMutJk5nuY68NaOpQ0oz5fLgk8W6wr5qXS1y5pL47npkXH3e7CXZp9DrPrnM42ummTMS2ypkXGsMgallM2LDK6RVY3yRgWGd1060xSOZO0bpLWLdI5k3TOJKUbjOeKdSndqXf6mXOaUYMjMAVPIRjNtFwq5iWCJe2+/HeRLaG4C79zwiMj+RRkn4rsVwv5QurPpypywO3j5s8mcO6VgK7rbNmyhfe85z0i1sxlRP663n33699FLlgYRKNnGTTkMudKWTed6ZoJTr5u2rRpEzXveQ+7//Vv6d23A9XOMabUIgFXj7xGbWyMY3WtRHJxdjcvJxYI49ezmMismOjhrU88DdjsXLaKGs8EraMDaPY76auuZ9HEKLcd/Clfqq/k4yN7Gdtbz2BFDc1TUdZNvMwTi1exZDzHm/a8yFBVHc2xcSeI8xz5kXAl/dWN1E8cJJ36Gf9gK8hIKLbiOKZ2PSkodt6bQmldSV9bcj0t5FOnb9HzwsxUQbElZNcLQ1l/t0+pRwXZlgveFJSSvnkvD7IkIcsWspRz6xxBSrYl5DOI/ynjxOSc/TBhxnW3Z6RniDG0k7Hca0iRZeWWWpKEZFlMjx5njbf5lGO8onTTrQ2AbTNtOq5ZJMumJzN0weP8LSQsHGHSwnY2O7lpft1jlwhfpaJdcY0hFdYaOV3H6/Mhy85nSJJkZKkkL8vla4X8mMyxjplrvXMqjx1znnMSTx3O7rLZ5xgWds7C1i3snFlMcxZyzkS1JXy6TIUOzOXNJx8z1ecccsC9r/efxb37HF+NBdd8puPe3HbjfVklaVmd6bjrsyycdFab44bJMm3MknPnxHSP3NzNp/qnW/pWZFlCViUUWUJWXVd7Csiq7Nbln7k47vhkNZ9KKIqMrEhOWZHKfz/s4hp99veJXVSfyyZslzXP6j/zzZUuLkuz9lznlLxm/nvJnqM+P+8ZddgU3Y7bdvkc7JljOY095ig7rGNISIyNjbGeTo5xHMl2yneb6wDYoRxDsmFsbIx1ejvH3NimY2NjF/Q7r1ceY6unG8mGQWmEu3NrAdjnOYJkw8D0COv0dva48zkhOeXdbrk/OXzBv5OPqAnXVTnO3ySXd0Xulo3yctFVuVOOmlMsMxpe1xwscJ+5ONYicqkXi9N45ECCyakYVdVVyKpSHGeuc/PeMmb2OZn78jk9bLiWMDKue/PSthIvHCfzzFHqkl0wJwthzXTWgtDnP/95fvrTn7JixQqgfAGwUHwXvl5qa2tRFIXh4eGy+tHRURoaZn8JeL1evF7vrHpN07i3poZ7G2tgRRv/9Y1v0L1/F01GnKylEErHMTUZGZtVZjd4TYb1Wqy6RUwYKktqVci8xNF0O5unnmbTR/+YX3QbHD2iE77xDm7b/FZuzxhMZ25n21M/odvnY/SWdqrW3ca7MjrTmaVM7X6O7bbCS00KwcF9aBOjqCnXNUMggjYj/2TgRo5702f+x7JdE0cJIh6VCo9GxKdS4VEIe1TCHpWgphLSFIKaTEBV8KsKfkXCpyj4FBmvLKEiFW5eTNPCMizM/A1NPm9YTptpYxnFfpZpYxrOTVEhnXFecdy5bmnOZoUiweS5+3o0c734pSMYgUjhOuTzO/pa2O05/b8hM3f0pGO8MrqI3SHFueHK32wpTl4uyedvwop1pf3L65V8P1meXTejv1J6rjpX/Yyx3fKF/KGoPkl9Sk9xZOIIjzz7CKH2EMfjxzkaO8pAYqDYyQDi7gHUB+rpqu5iRdUKuqq76KruojXciiy2RAGOmXPoAr+GbdtkDYtUziSVMwpCUSovJuVM4uksr+7czeLlXWQN3HaDdM5iQjdIZp1yImuSzBokszrJnEFGd+ycFRyxyHFkKBWOcEk+BIRn1TnlQH55lHMWnea0ftZe+yxVAlcsUoNa4ZD9KnJAKwhIcqC0rCFpl/dnUdM0IRxchojrevkgrmM5l/u66WzXTHDqdZOmaVzzyf/NNQcfh9f+E6Q0KBoM9vI2+QQMH3U6T8weN17hJTnq5X2jW3j1rX9L5XCSjdu/zHGzjQ6ln2NNK7hNz7Cu+hC/c/gbHDcX0Sn3sb1yMc+duI0eeZLG0Tjp4QxHCdEoF/NNShwtZpLx17EsO8WKXAxf/VoqmtcS8kuEfBYBr03Aa+PzWCiySc7KlbnlyppZcmaukGbMDCkz3yddaNMtHcMy0C0d3dTLy/m86Vh8XDDcXeEyUomIJBXFJKQ56krLblp2fmnZSSWkMqFKsiVXMJN5R/d+6idDHF6xYk5LLXnyRf597YgzzznGlpHJTllga5R6xbBlR1DaO/0LDre0zXg/xXkoM96fo0c4fSXXciufzwtocqFedufllIt5uewcuaT3zHNKX6eQQiF/NuTnp7jXltL0LAngcdwFFMg7YqNgJXZZo1tYugWJi+OKS6LoTuqccd0WXVQMyznOkPxn57L//Jwjg+pYWdzVfnusLK7qkO38KJZEiuCEEi0rD8mTZy645D8uBffikDfpLORlCmLxsDGNZBbjqI6EEo4OWxqL1Rcr6zMQiCHpxfJobZoVdTUF1+KFDa95kUOixOU5JS7LKQrXhfzsuS8ZV9i7uxh7demSZbx0bEfRFfmK5Ww7/BoSjhVqe6NKdAQkHG9Po8Fx/iDbzkRGL1jH5i1kTRzX/V5NYVFdkM66IJ31IRY3hFnaEKKp0o+cF1XOEV3Xeenxx9m8+VZxr32ZsBCu41kLQl/+8pf5xje+wYc//OELMJ2Fgcfj4ZprrmHLli28853vLNRv2bKFt7/97ec87vs/+tGzP+ng42zqeR46fgW6NrOpCzaVNFcENCoCGm333zf3+ZuWFrLdr77Eif27aV3lKPYn9u+mpesqMoZJ777dRDq7uGvZOqYzBvGMQTyjl6XTaZ2ptM60m5/OOOWMbmEC4zmD8ZwBibN/m4osEfGpRPwaEZ9GxK8S8WlU+DUiYc1t8zrlkvaI3+njVeUzWljng2IWhCZXQHJEpfI0LzDly3pO57XtO1h71Tok5BIBysayrKKgZVhlO3dMs/gagwdfQu+fRk1MFebk5CU8NcNE6q8q62+VzK+w88foR83OPUZG78G0Os7+AswzkjxbJCoTqtTZYpJjpVVSlot9JMXZnSSVilBlfZ06m0qWDV/Husar0IIqckRGJ8dIeoTh9BBDqUEG0ic4kTrBeGYMK2Gyd6ybPdIhLOmHWJKJV/PQWdXJ0qolLKtZyoqaFSytWYzf478sHvYsNCRJwqcp+DSF6uDcoWR1Xcc/vIvNt3Se1Q+tYVokc45IVCoYJWaUU1mDeNZkOGuQyDnlZNYkkTVI5gzSGROyBqphzSkYlYpKEaTCEXZTBQnZsJ3FZkLHHEvjRBA7PaYsYXhlLK8Cfkc00oIanrAHf4UXNeRBDmooQQ3ZPSTPmX1/CgQCgeDsuNzXTRdqzUTXZueYSUEoAupXwsgBJ7/hg4SBcM/z0HELm7o2w8F6GPwOG6QjYJtc/a4/dcZ4+CdsqDnEBhx3dvoN/4s/j6wmmsgynsxRk8gRTWaJJnJMJ3NMpXX6rSrHz24KwAfjwLHJk/9dFJnqoIeaUJDqoIfakJeaoIfqkIeWoJeasKdYH/IQ8Jz1khzbtsuEolKxqKycb3dFJMu2HBdllollW8U6y3FdVtpu2iV1JeX8uaVlG9t1vWVjWiZ9fX20tbUhyVKhPj/vmXnnHIucYZE1TNKmhdpn0LB3iFuee5bRugYaAoPYPSqjDXXUj4yRWDHOw0ol+SeXNlLef0zh+GQ0zUTD0jKvGHlBqWmwmy1vaSDk1agK+Ah7vWiKE4dWlctTRVbctFhWJbVQr56kXpM1PIqnLNUUDVVSX9d9lz2XJcJMiwPbntNqYab1wSxrhLksFNzxDd3gxRde5Mbrb0BRXIlipgVFibWDPaNctOQo9p9lgTFH2T7F+WVWGCc73z51O9hFA5HS9hkWILZuYqUNrJSBlTaw04Zb1rFzpxY/HCsidwNXYVOXhuQtRFUt46R63dk0nKxvSb1lWRw/fozOzsUnj3V3mggTtg2mNWMTbtlGX7vwfMN0N/Xmn7GYhuXEazKKdSeb+sy605UBFDcWUzF+khNLSSmLuaSgevNxmIplSZaK1m55JMo9cEjldQWLtZN57MjXcfIxinVS4TVX9kXY+2RRzOjauIat27cVyqvecR1IsPexYh9PXRB7vBh7dfV7b6R5+fKysU/6+mfJ6oMR9jzcU4ijuupd1wGw++FiLNaVN63lueeeK5ZvmFHefA21XV1n/dpnygZa8a+qpqenh46ODpYvX0H9kzF6ug9A1SKmrSHu51GO00Yn/fQPVvJeeYo+qYVF9gAvJJfzorEGgIaIl8W1ITrrgiyuDbK0PsTyhjBNFT6xphZcUpz13afX6+Xmm2++EHNZUDz44IN88IMfZOPGjdx4443867/+K319fXz84x+/uBM52YLoHFi68XqWbry+rJznqpvO/ZpmDfOkgtF02nDrdLfOKcdLBCXdtDEtm8mUzmTq3HbbeBS5KCIFNCpdoagy4CHid8qVgXydk1b4PVQENDxnaN6t6zoHhwyWX99wzmpu96tJHv3CViRZdoKwQSF/10ffWHZN5sK2bY687OexL7825xh3fOBOWlddXRSqzDmEKqtcbDLN2X3L6mcIXHnT8znHLutTWufWG3Obq9uW8xkwdTh7W4rXi49f7jsyR30QL8tYzDIWn+FIo8AoozzHKIDjK16WUFQJRVEdCyx5bnFLkh0z+aI4NqOPfBLhq+T8cuFrrvPLRbTXc/7laP6rKjIVfpkK//nZrWFaNqlcXixyhPVEtlxwH8gYHMwYxfa0jp5xFplSxkTNWvhMq0wwqijJlx4KEoplo6RNSJsQK/p+yBu7zYUhQUaTMTwypk+BgIoc1FBDGt6wF3+Fl2ClD1+FByXocRawF3unoUAgEFyCXAnrpou6Zjrduqi0rWsz3P8dcEWiQtv93ymKShs+yHVdm7nuFC+ZMywmUzmiJUJRNJkjmijJu/UTyRyJrEHOtBiezjA8nTmjt+XTZGqCXmpDHldIcoSimqCHmmA+76TVQQ8+TUGSJDTFERgWGrqu8/j442y+fvO574Bd/DjxqQ9TPZokEN5L+P5PEX/4H0iN+ggsyeD55Ne5uulOxhJZxt1jLJ5lZDrLyHSGoakMi42/oWHvPoaam2gaHKJmYoLR+jrqR8ewIgaPPbOh8HIeRaa50kdrVYCWSj+tVX5aq/20VAZorfLTEPGhLJB73zLXa27mYsxM1nWSew08nZEFsbN5IWFlTYzxNMZ4CmMsjTGeRh9PY4ylsbMmdsbEzJiYM3Rkyaug1QdQ6wNoDQHUBidVKrwX5cGyruuceHwfa+9pXxDX1LJscmmDXMYglzZL8u6RMckW8rP7OG2mE+QeIHvuUe41r4I3oLqHdpq8k/pDTior59djw+rmdSiV3oKY0dXVRduyjrIywP1BjZ6eHtra2uju7uaWTbfR399f1udC0NXVxf333z97PjPqWlpaTlk+3+imxcBkmt6JFH3RJJ6jv6R69CW+vbuLsXiWf1K+yDpbRp2w2GJezVK5hy7pGIYtMyBfzSrpKCs4jiJZxG/+NI9ddQuddUFC3rPfxCEQLETO+pP8O7/zO/z93/89X/3qVy/EfBYM73vf+4hGo/zFX/wFQ0NDrFmzhscff5z29vb5ntqCw6sqeEMKtaHZ7h9OR97901RaP6WIVBSbnPa8mDSd1rFsyJkW44kc44mTOL89BQGPQqXfsTaqDGhU+j0F4ai0LuiR6E9A/2SK2kiAsPfsd3ct3Xg9b/+Dz86y1Gpdtfa0YhA4C4Dl19/4usaYb8qstGa69MsLVdYMcWoOgcvxm2zPEJ1mnFvqc9m0MK183ikbhsXQ4BD1dQ3YNjPGLznfmvnaxdc3TQv7JBqWZMtggmmCeZECuV40pJJYWyVCUj7u1mnzhZhdckm+pD4/5snypxjfsi2SAyrdr46iauqc4zvnzBDITjrHGfOSzkwQU2SJsE8j7NNwnJmfG7ppkXDFpGlXSEpkDOJZnbG8RWdaJ5vUMZI6dtqAjCMoKVkTj27hM20qkalAorLk8CKh2hDKWZCzIGEw0xbJBKbdI09ShpQikdUkdK+C5VOwXSFJC3vxVXoJVvuoqPZTWRPA65nb2cXBn/0XPUcO0LFsJV13vv+c/0YCgUCwELkS1k0Les00l4B0lpvtPKpMQ8RHQ+TMfsczukk0mWMikWM8mWViLiEp6QhM44lsIc7iQCzNQOzM3HaHvCrVQU/hqAp4qA5qVAUdEckpe6gKeqgOOOsaeYGIGWdM12bCv/dQweqLrs2EWzaWlRcBi2oCJx/jYJz4lz5MstdHsD5D2tJI9PYSakrzgzf9MddYVQzF0gxPZ8iZFj3RFD3R1JxDqbJEU6WP1soALVV+FlUHaK8J0FkbpL06SEVg/h+mC+YP2avgaQnhaSl3nm3bNlZCxxhLo4+nHNHIFYyMaAY7a5Lrj5PrL9+2JXkURxzKC0X1JULRpfZv+SyQZQlfUMMXPPd/T441m1UQkbKp/KGfPJ82yCadfC7jLOz1rImeNUlMnomPhnK8ARWv+z58QQ1fSC3mgxq+0Ix8SEM7yVopT1dXV5loMrNcWqfrOt3d3SxfvpzVq1ef9fzPhVPN50zL50I6Z9I3kaI3mqQ3mqJ3wk2jKQZiaUxXHLxL3s6/e76EYcvcLVls4WoMW0aVLExk2qoDqFMWtqSgYvKG+x8EJBT3N+f687RJXyBYSEi2fRob0Bm8853v5Oc//zk1NTWsXr161k6CH/zgB+d1gpci09PTVFRUMD4+Tk1NzXxP57LGtm2SObMgJsVSjlA05aaxtOPqoVBfkp/O6KezgD4lssQsK6SKgoCUF5M8ZXUVfseCydv9U+h5DjpudQbL58UPzUVF13Uef/xxNm9+HTsYXay8aGRYjCbHORw9zKHoYQ6PH+HIRDdTmSlkS0FCRrEUZFvBI3lpD3XQEe6gPdTBolA7td66kmCgJxO+ZgQPtYr1dsGC6zTnWzOFL6vknJIApKb1uv6dXK5IEmcgWslnKIqdQnySi/VSIU9Jfq6UGf0lbCBpmqQMi4RhkDBMkjmTdNbESOewMs7uRSlroOYsNN3Cp9v4TYugBZWuZVLFGQSanomBzRQ2cVkipUlkPI6IJJvPsyudRLId38w3Lm3ETI4zPXaCptYObvnQH/HSt7/IQN8xmls7GK/o4hqpG7v7FyjL76L5Lb973q+r4OJyPr+DBQuDaDRKbW0tU1NTRCKR+Z7OvCPWTafnSl432bZNKmcykXTEobyV0XiJxVFpfTSZRTfP/qZMlqAqUBSIqoIa1UGvIyKViEelYlLAo5yzhcKC+m4/+HjRSgxmW4zhuAwens5wYjLNick0A5NpTkw6DxNPTKYZjKUx5vBwUEpVQKO9JkhHTcBJa920JkhVQLss3AgtqOt6GWAbFkY0jT6SwhhNoY+k0Ecd0YiT/DuXPLIrDgXRmoJojU6qnKOAIq7pbCzTIpc2ybiiUS5lFPLlQlJpuVh/riiafEoBaWp4H7GRI7R0rWHZdTcydGQHQ4f30rZmXWFTcPerL9G/bzfNK1ZxcGT8sriuqZzhfic738snYumS7+rUaTeE+zSZRdUB/sD+JndOP4KMI/qkO+4kcPwpnOBMpmM9DHP+RiwExL/Vy4+FsGY6awuhyspK3vWud12IuQgEZ40kSYS8KiGvSjP+szrXtGzimXKRKJbOC0q5WXWxZI6RyThZFDK6hWVzTm7uCrsTkFG3fc2ZCzLKtq/xw64vEm29i0q/RlXQEZSqAh6qAk7spLLdfQcfF6LSAsJ5cK+AptDqb6K1tok3cDvgLPhHUiPsG9/H3uhe9o7vZV90H8O5OH0c5LkEhdhbld5K1tWtY339etbVrWNN7Rr86tl9ts83tjVDdLIoEaOsgohkWXZ5Pi82lebzotPJ8nONc9IxrUK+YAlmOS4MR0ZGqa2udXx+l87/TOZYki+4HJj5N7HBNmysc43Ku4CQ3aMU3T3iOL7ZdSAj2WQlkGQbWZZQZVAl8MgSPgl8kkRIgpBUdG0XkWRUJGqQqLFwjI+yNsQNXlKPISl12JKMZFsMHtpBr9KEZNdzsCfDwP/+GIe9bUh2HfuOpVmX+jaJwGGO2210vvpNntnWz/G69xFSZSKa6hweBZ+qnLOAJrnBRyXJaT/w/A8YPbaHhqVrWbPpPQwd2cFY7wEaOlfRuvJqBg/tYLTnAA1LVtG2+hpOHHiN0WP7aVy6ivarri2OVzK2PMdrOeXStuI5pyK/8Gtb7ViInm1ZIBBcWMS6SXAqJEki6FUJelXaqk9h6eJi2zbxrMF4PMtkKsdEUmcy6VgeOeXcrHI8Y2DZuK7tztyTgkeVqQ6UWCEFPVQHSqyQCuJS0UrpTN1wX1RmWoTNsU5SFZnWqgCtVXNfA9OyGY1nCmJR/0TK3ZGeoieaZDSeddeEMXb2x2adH/apdNQE6XRjTSypC7G0PkRHbQCvemqrAMHli6TKjrDTECyrt00LI5pxhKKRJLorFhnjaeychX4igX6iPGizHPHgKRGItKYgam1AuHg+B2RFxheS8YXO/qG7ZVpkUwaZpE4moTtpUieTyNflyCSNknontUwbU7dIxrIkY7MtkszcUfTko4BE98tP8fx3r8PMvgxIvPbEj6jtuB+PX2HwwH+BJPPa449SterNbMv8jOmRbtpWr6Xr5pvQvOcu9F8oklnD+W6NpQpCz4nJVOH79kx+tyr8Gu2uGN9eHWBRTYD26gAdtUHqw677xYNJePh/QFKQbJPA9R+B6z8yWwASz9IEVxBnbSEkOD1X8k63y5lSVd5EZtoViwrCUSo3ywqpTGByXdz9b+U/+VXlp6iSIyqBhCzZGLbMQ+ab+Evjg3O+ft4iqSrg4W5lO5+Z+gtHSMLxjWtJCrJtcuCOf4EVm6kKeKgMaPg0sdA4GfO508KyLfrj/ewdLwpE+6P7yZrlN4GqpLKiegXr69ezvm496+vX0xhsvKhzvdQ4n9fVts+ngHU2oliJ0GbarqvForhVmhbz59Y+c9zZfSi2mTZWaXDe0/8FkVzFSZFBlUGTJbwS2PbDHIw0FyyE2owTnFCaCwJRjT1BVKoulNutfnqUdiQsbGTuSO+lWvptotjuYRHFZtK2SFiQsi3StqM/aZZEwAa/LeEvyQdsCa+NEzR25uco9by72HKQ1WVYxhEcT/02ire4GJurrAXfjuJZ8ro+f0ggSxLIFFwV5sUiI9tNcvwHhdfzV95EOvZCoRysvZnk+NZCOVx/K/HR5wrlhmUPEKpZWRTEpNlilDxDzCoVzmTpZG0lAlyJ6JUPVCvlU9kJZrxv/z6uumoNqqoW+8jlfU9ZL5eOWZJ32+Z63ZPNJ1+fn/sZv+6MeV7JLITdboJLC7FuurDkDItY2hGHHMFIZyLlCEeFulQxH03myBnnFncj7FWpCnqoDKjoiRjL21uoDnmp9DtWSfl1TGXASSsC2jm54F5oJLOG66IoSU8hddwWDU2dPI6ULMGi6oAjEpUIRUvqQuctnuX5ROxQn19s0y5YFOnDSecYSmJOnOQzpkqOy7mmUJlQVGpNJK7p/GPbNnrWLBeQSkWkpM6xV39AtG8rzgJMQlbqsMyxQlnxOvHQzOyOYh+1E8s4Rum6xBNchj+k4Q97CqkvrBXr3PpAxIM/4jmtG7vTkc6ZDE2lGZ7KMDiVwXfsSSpHXuI1eQ1P6FezPPYsa/U9vGit4mnrmpOOE/GpTny3Kje+W1XATf20VgbO3GVnqcXoJSb8iH+rlx8LYc0komEJBOeAT1PwaQr1Z+hPPI9l2aT3mqg/eAJbUpAxARsLBVUy8S+/nbdqzcRSzuJsMukITcmcWWaRVK++gqHI5aISJoYts/XpH/KXT4YLr+nXFKoCrrVRweoovyArzWuuNZKHsE+99HyNX2LIkkx7pJ32SDv3Lr4XAN3UOTBxgF1ju9g5upOdozsZTY+yL7qPfdF9/NeB/wKgPlDP+rr1XN1wNRsbNrKsahmytAB3ZV4GSJLruk0BxL1XAdtyhCF7hmCUF6/K8xRFrYK4ZdO/1yb75N8hhYPY8SQ1bcvoz8gFgajeyjEuF8tZO1QQgyQshuRlLLVlqoFlpZOTgBnrlzg2465glE+j2PRgMoFNWoKsIqHKMkFZISRLrOzuYVUoyqJAjL5UJcfSAZaEJmgLTNKfqqLX6Csr9+R6yS+6QEKWB/AGVzhCXMnfyrbcv8uZiGo2jgBnMcsaTU/1lL1eJt5dVk5NHikrJ6KHysrjfQeZGl8I4rKP5/Z1z/ckzh8zBKnTClQnFa6cPK4wx4xzgEIcgUJdaXuhfzEPrrhF+Xjk+1EijIHbt3zsmak7fGG8eLI02phAIJhvPKpMfdhHffjM1iy2bZPWzYJ4FE3OYY2UzBVEpbyYZNkQzxrEswZ9EwAyB2JDp309RZaozLvXdtcllQGP6y3BUyYiVQY0God+QWT4RdQltyF13fv6/jjniaBXZVVzhFXNsx/oZHQnvsXx8STHxpJ0jyY4Opbg6GiCeNYoxC16+sBo2Xl1YS9L60IsawixojFMV2OY5Q1hNy6l4EpEUlyBpz4AV9UW6q2sgT6cQh9Kog8lCnk7Z6IPJtEHk2XjKBUetJYwnuYgcqMfNSfW/POJJEl4fCoen0qkdm6vIM1LNvHoF55HkmVsy2Lj2+7g5Ue+Vyhf9/ZbyaUNtj/2mnPzZlvIXhvLKN73W0Y/pr6ExGT2jOMiaT6FQMRTcngJRDQCES+yXyEl20zZFuOGQfhn/x/6QDeJqna+WfNRVkw9Vyb2lMbwuUX6HpL+dn5bexRDkfk19Qn+IvRZBhruoKWyROxxRaDzJpCfZQxBgeBy54wEoauvvpqf/exnVFVVndGgt9xyC9/97ndpaWl5XZMTCC43ZFkiuPZt4PkOUok/a9nNv79rM3OFVc8aJlOuGDSZyqF1x1BfeAILBVlyRCUTRyDqCW+gJuchltYxLWdRl54yGTzFDrWZKLJUEIpKXUXkfYvXhDxlbdVBj7BEOg9oisbaurWsrVvLB1d9ENu2GU4Os3PMEYd2ju3k0MQhRlOjPNX7FE/1PgVAxBMpiEPXNl7LiqoVKLK4HoILhyRLKEizhJezobHzTqqaQpzYv5vWVY4Ls+pvfYGBvmO0LFrMTR/4V15wy82tHRzlWuxjx5CwsZFZ9973U9/QgRnPYU3nMOM50pMZsrEs5nQWO6mjpgxkC8JIhFHoPNlkbMCAlGtpNIaNXGGwtCbDcXsZK2v6icSGaKlMc9xeRldNP550H5v9+7BsuKZmkEfVtdjHx2kLTtGfrKDx/W/gqptuIuid+1YrLwoVBCKrPG+V1ucFpZK23t0yP//Ga4XF4KrbbmTfLx5FkmRs26Lr5hs48OyPCuXlN1zPoa2PFcrXbL6ZhsWr3HFLrMBmzskutR4rnYtzDiXWa6XvIy8YYpe8V7cdt2yaFsNDQ9TXNyJJ0oz28nNse8ZYVkm7XRxzZn1+XszVdqp6q2TssyE/Dpw0BsDlTDqXPH2nyxyxbhJcykiSRMCjEvCotJ7ZRxjLspnO6AVro9GpNM++tJ1FS1cynTWJpfTCZjcn78R5zegWpmWXuLM79fdH6QNF6ZV/5veUP2ZP6KaikOT3UBl00ipXQGof/yX14y9jddxK0KvgP/ECUudtF+2hoE9TWN7giDml2LbNWDxL92iCblcg6h5L0D2aYGQ6y1jcOV48Fi07r6XST1djmK6mMCsaI3Q1humsDaIpYmPYlYrsVfG2R/C2FwVJ27IxJzOOSDScJOemZjSDOZXDnIqS2e98ttZRxdjh7XhawmgtITzuIUc8l7z13uXC0o3X8/Y/+GzZmqlp6YqyMkBrVzUn9u+mafkqtm/fztCzxwvrhHs+8Waalm0gndBJx3Ok4zrpRI5M3C279cnpHOl4Dsuw0TMmU5k0U6PpU85vifJ19o1PIRHAHhvn0w2fZ4l2iL5kFbcHX6Ir4mW95yiHx2sZSEVoDU7z4bYjdPfX0p+M0Bac5nM3TMCbN16MP6dAIHA5I0Fo586d7Nq1i+rq6jMadOfOnWSzZ6Y6CwRXJGfgz7oUr6pQHymxSFr8flhUVRCSABQ3/5ddm/lLnMVZPGu4CzDdXYQVrY6KdeVpKmdiWjbjidxpg/SVEvAos0Si6hK/4jPrKvwairBCOiWSJNEUaqIp1MQ9nfcAkNJT7IvuY+foTraPbGfH6A6mc9M80/8Mz/Q/A0BYC7OhYQMbGzaysWEjK2tWosrCIFSw8Fi68fqyWDY3feAPytrzZV3XGX/8ce677z76+/vp6Oigq6tr1ngz9+bato2dNjDjOffQC+KRGc+hT2UxpnPY8RySbhFAIoBCGzBWGeBh3o4kWbzE1dwUOcTDrCiU3+Z9iQP2EnqlVtrtE7RnjxBtq+QVez3Lqnv49y3P8PRP4/g1hdqwh5qgl9qQl7pC3kNt2EtN0KmrDXmp8J954OnqpjsI1/jLFoNLN64tKy+/fl1Zueum9bMWj/OJ4/7gOG/avGpBuz84mVBUau11JsIVM/qdsn7G2FgU3DUWzoFCnLPiOLPngCtQ2RZAvm4OMc122/Pvwz3HZuZ4pe2u+OXWTU9Pw39c1Muz4BDrJsGVhixLjlVPwAM43+254zabb+k45Xd7RjfL1iEx18X2ZCrnboQrCkiTqRxvSBzCMJ0NcIYtszK7i/9Jrj3p+KUCkrr36wBO/qV/4jOeP2Fv+GYifpUKv+POLuLTiOTzburUq4W68yW8SJJEfcRHfcTHTUtry9riGZ2jrjXR4ZE4B4fjHBqeZmQ6y0AszUAszc8OFi2KNEViSV3IFYoirG6OsLq5guqg57zMVXDpIckSao0ftcaPf02JNVHGQB9KkhtIoA8kyJ6IY4ylsOI6mYMTZA5OFPrKIQ1PSwit2RGItLYwaoV3Pt6OgNlrpqWhKEvrj0GoZVadEW7gYGs7b33fGxncu53G1RsJrFjPsWSWaDpLNJNjNJNhNJ1lNJVlNJVhNJllNJklZ1sQBA8QtCSCtkTAgqAtlZSdNOTWmfoJJELYSEjYxBNJHk2uRsJmx2Qz62pfY9xYxK7YSiRsXptoYXE6zLHxmkL5xsNhGhvHCFZ4CVY6LusUIXQLBBeUM35CeOeddxYWf6dD7CQQCC4CpxGVZFkqLGTaz8Ile+nibCI5xzGH33HdtEnlTFI5Z5FyJsgShR19NUEvVUGN6qCX6qBWZoVUbPMQ8AhRI6AFuLbxWq5tvJZf59cxLIMD0QO8OvIqrwy/wo7RHcT1OM+eeJZnTzzrnKMG2FC/geuaruOGphvoqu4SLuYElyTLly9n9erVZ9xfkiSkgIYc0GYF7Z2JlTMdsWg6hzmdZcdzy5GisYKLum55cZnLur32Wo7JfiTbYpt0NcsZ4zB1INkM08A7lCgftIKM6zZjExajE2nGSdKDzStYjGARnzEHVZaoCTniUE3IEY3qQl7qws5RH/Y5acRL2KvOWgzOWiyepiw4M6QSl2uvxyruSiAajZ6+0xWAWDcJBKfHpyk0Vig0VpyhC+6DSXj4x9iSgorJ3ZvfTVfd9cTSzka3KXfDW15cevvIUcx0uYvtvJi0JLWD70yvOes5BzxKQTzKi0QzRaUKv0bYpxL25VMnH/KqeNTT33+HfRrr2ypZ31ZZVh9L5VxxqCgSHRqOk8yZHHTr2DlY6N9S6WdVc4Q1zRWsaXFEooaIV3znXMHIPhVvZwXezgrAEW+ffOxx3rDuVuzhNLnBJPpAHH00hZXQyRyaJHNosnh+xIOnNYxnUdhJW0PIPrE+vygcfBx6noOOW8mZFp7vvx9bUpC2fY0Xrv174hmDN+35tOM1ZtvXmJLeznL7URbbMuqeH/Kx7ZOnjNNTSsSvOoJ12Oscbj6/FqmPOPUh1wvC4X/7EQd/1u16cZCwvFVISbMgEI3YNcQsZx1mu3Fbj0/6cZx6O+WXX02j7d9TnIQE/pBGsNLriEQVHgL5fKVTDlZ48Yc1ZCEcCQTnxBl9ex8/fvysB25tbT3rcwQCwfxztosz23YskUr9ipf6F59IOKJRaVs8Y2DZFESlo2Nn5mLGp8lUBzxUhxyhqCbkuLGrCXmpCeYfohbLV4IbO1VWuaruKq6qu4qPrPkIpmVycPIgrw6/yqsjr/LayGtM56bZOriVrYNbAaj0VnJd43Xc2HwjNzTdQGtYfF8LBLJHQa71o7r+u5f5NrP94YcLLupW3Ho7o889VyjLrauQho5jSzIS0K/WuyYYjr/uHqmGd6Cw5BSvmZVgXLYZti0GLJMRy2J02mJkOslR4mzD5mR2mvdor/FPyhcxkVG2fY1vL/4bKvwelqV2kGm9GWXlZlpHniE8/CJyqXuckgWl8KMtEJx/xLpJILhAdG2G+4tut9u7NtN+qv4H3wcP/xBK4rbmxaQ73vROFtdtZCqtM502mErrbl4v5jNGoZzIGgDuBjiTobNwxV2KV5XLxKKQV3VTpxzxqYRmtReFpTUtFVzXUV2I9WpZNgOxdEEgOjAUZ9/gFD3RVMGaaMv+kcLr14Y8rG6uYHVzhDUtFaxprqCt2i9EoisYSwHPojDakqJVq62bjpu5gUTBmkgfSWJN58jsL7qbQwK1PlAmEmmNQSRFfJ7OBNOymU7rxNKuhaTrTnMy6dTlRe7O6C/59PifFu75f2lezSZZRnVjSO9/8XEkKMSYNmyZDdYuDKlYvlk9wIHALVQHnY23dSGvK+y4wk+kuPHsbJ+hrPiNr6Aon+bE/r20rloD6+6n/wv/H5IEti1xw0d/FYBHv/BqwYXdipuu5+BzjxViHjUvX42sRUjGsqSmck7s7bhOOq4z3p846WtLEvgjnnKhyBWOQlVeglVeQlU+vH6V7ldfon/fbtpWLwxPCQLBfHNGglB7+ylvtQQCwRWMJEmOiwWfRnvNqXfg59FNa5YFkmN1pDORzDKRclM3gO1EMkfOtMjoFoNTmTOOhxT0KI44FCq6aKoJeah28xU+hYEkjMWz1FcoqJfB7hJFVlhds5rVNav51dW/imVbHJk8wivDr/DS0Eu8MvIKsWysLAZRa6iVG5pv4IamG7i+8XoqfZXz+yYEggVAV1cX999/Pz09PQUXdS0tLYUyQPfDxwuxbzpXrmT//v3kg7eu2HgdtSvXYE5lHX/t06VpFitp4LWhxZRoQeGak5iepDWJmCoxLtkM2ia9OYN+0+CN9n7220vok1pZZJ+g9sj3WKTE6LYXsfj437Ll5084wVptGfmlf+Ivwp+l0q/xv0Y/58Sf2/Y1tt/0NVixubDr70oQ0QWCC41YNwkEF5CzCQruCkiUuNjOi0lLuzaz9Cxe1jAt4hnDFYpKRKNSMSlTFJWmMwaJjE48Y5DIGqRyJgBZwyJ7lm65ZyJJOEKRKxaFfCoBj0LI68R+un15HW9QJJIZg1haZyyeZXgqw9B0hvFEjl8eHuOXh8cK41X6Nda1VbKurZL1bRWsa62kJiRcg13JSJqCd1EE76KiM2YrZ6IPJsj1xcn1O4cZy2KMpDBGUqS2j7jnyk4sorxItCiMWnmGVoCXGLbtxGuOZwziGZ2ptJPGMwbTbhrPON8T8YzuusQsCj3TGf2MYlV+Vt1WJvbY4OTdGNLTjTcQ9qqoA06MaVUymapYizrdUxDBP/wrH+AjXW+4YH+Lpb/2f8u+U2fGPJqrbsUNc7uyti2bTFInOZUlGcu5aZbkVM4VjJxyajqHbUNqKkdqKsdY30zfC0UkjpOefASQeO3xR1l5+6/jD2lMj3ezaPVaVt16M/37ttO/f09BMBICkuByR7LP1J+B4IyZnp6moqKC8fFxamrOwleXYEHjxDp4nM2bNy/oWAeXI7Ztk8yZTCQcq6NoIusEoE3kmEhmiSZyjCfd+kSOaDKLfg7BvKsCmrtrxhWPguUWRzUlbRGfVtiddymhWzr7xvfx4tCLbBvcxu6x3Ri2UWiXkOiq7uKm5pu4peUW1tWvQ5Mvrc+7+Ld6+bFQr+nBgwfLBKOf/exnHDlyhGXLlnHnnXee8lxbNzGmcpixDGbMSY2YIxaZMeewdeuk5w8pW/mJlkGyLWxJ5lpO8AqtBbd2d7KNGnu0IBi9YC4nI4VYLI+xWOpjqd3DQ+ab+Evjg4UxIz7HRURjxEdDxEdjhZeGfD7io7HCR23Ie97ivy3U6yo4d6LRKLW1tUxNTRGJzIzqJRDMRqybLj/Ed/tsDNMikTXcB8SGm3cfGLv5RMYoPEBOZA1XVDKIZ/XCeaZ1cR7deFWZCr9GbdhLU8RHa5WfoEeh7/gR1q1ZRcjnwa8p+DSFgEfB71EK5Xzeryl4VfmSXC9dKbzef6tmPFcQh3L9cXIn4tgZc1Y/pcKDpz2Ctz2Cpz2C1hSaNysi27bJ6BbJnEEqazppziCZNUlmDZI5s1BO5YzCv9vpdP7fa1HgiWcMjPPwbzLkddxOVgU1Kv0eKgMalQHHjX6FX2PV9PPc9MpvOy7ibJPku/6TgEdB6tnqiN1lXgCex2i7gZ9029y7VELt31be5zLCsSLKlYlFyaksqViWRCxHMpYhMZklmzLQU89gZneQ37gnq51YxjHynh0U73WY2ZcL5folmxg9+gskSca2LTZ95PdZdevNeAPqvFhUit/Vy4+FsGYSDj8FAsGCR5IkQl7HbcKimsBp++fd2EUTjkg07opEEwnHZd24KxyNJzIMTSRImRKWDZMpZ9fOmbiwU2WpIB7VuKbXeQEpH/OjNuQtBJM/E5/hFwNN1lhfv5719ev5xLpPkNSTbB/ZzouDL7JtaBvdsW4OTBzgwMQBvr7364S0EDc238gtLbdwS8st1Afq5/stCAQLhq6uLrq6ugrlO++887RCUB5JU9Bq/Wiui7qZ2LaNnTYckcgVigr5WJa+8UYko8dxWWfDcXsRkmwUYhwdN9fxM6UY42i918tOM0uUZl5mA/dLj5Kr2EiH4WcwkSVnWo57nEyC7tGTu2ZQZIm6kJeGiNcVjcoFI0dA8hL2icWKQCAQCAQAqiJTGfBQGfCc8xj5B9mlAlE8ozsPsQsPr4sPsVNZk0TOIOU+5E66lkpOm1N3MrKGxWg8y2g8y/7B6ZIWhR/3HTqrefs0uSAQ+TyugJQXj7RyMcmrys6hKXgUGa8mF1KvqpTn3b75tLTOq8rCDd5FQAl78K+qwb/KEfNty8YYT5eJRPpQAnMqR3r3OOnd4wBIHhlPW7goEi2KIPtVdNMio5tkdCfNGibpnEXGMMvqM7pJxrDI6sX6dEk+Y5iFz3iqRPhJuun53hIvS07sr4hfJewtxhCL+FUiJS4fKwMeKv0aVUEnrXQFn9M/J1gMS2oLFo7BvLjTdW95N9eC0tZ16H4ce/k9sPpt5/fNLiBkWXLjC53aojGXMTjwnMLT//5aQeAJ1/iYGnHEH5CwjB7yYhBIjPXsAyRs1x34s9/+OS/+0EL1yISqfISqvISqfYSrfYSrvU5a4yNU5UNZIM99BILTIQQhgUBw2VHqxq6z9uRu7PI7Ld705ntI6naZWBRNZJlIzrQ8ctrzu4HyC6UzoTKgOQJRyENd2EetGzi+LuylLjR/4lFQC3Jb623c1nobAGOpMbYNbWPr4FZeGHiByewkW3q3sKV3CwArqlYUxKFL0XpIILhUkCQJKaDhCWjQHJrVvvqglz0P9zgu67BZumI944dfK8Q4Mr0dSPpIQTDq1zUkKeuWbQ5Y7+Ft0et5GyCHAlDhIRfUSPoUJlQYxqLPMjmayTGQyDIynWU0nsG0bIanMwxPZ4Cpk84/6FFoqHCFooiPhgofDWFvUUCq8FHpFQsmgUAgEAjOBEmSHPHEo1Affv3jWZbj7ipZah2RNRhPZDkwFKd7NM7x8RQnJlNzikeqLBH0qnhVGUWWsCybjOE8mM8ZRQtn5yG+xST665/0WeBRygUjVZFRFQlNdlJVkdFkyalTZDRFRpWdvKpIqLKMpkgz8k4/5zynTpElZElCliVkCWRJQpEkJIlZbU69mz9Jm+KW8+S1i1IRo9TJz5zt+dqyOidmjWnbWJaNadlkdYMd4xLm7iEkWca0wLQsJy3plz/PtNw6N29YNrphoZsWOdMiZ9joplU4ckEbFqk0py0WpS06MzaLdQjmLLJHp8genSIOWNj0YLEbk72Y7MZgkAtvDRfwKAQ8KiGvkwZnph6F4Iw4XhG/RiQv+Lj1AY9y4QXIs3GXKSjD41NZd/ftBKt8BRd1AI9+4f8rxDS65t7bePVH/10QjFpXrad/z1PkRSJfqAPTAiNnERtJERtJzf1iEgQinoJAFK4uOWp8hKqdeEYCwUJAfBIFAsEVjyJLBddwyxtOv8LKGiaTSd0Rj5Il4lHCEYzyx1jcEZIMy3aCRKZ0ukdPP5+8eFQX8lIbzotI3kJdPl8T8qCd57hHdYE63rrkrbx1yVsxLZN90X08P/A8zw88z97xvRyaPMShyUNl1kO3ttzKba23UeMXrl4EgovFXDGOOg4uL4tx1PvwwwXBaNnKLrYdfBUJCVuCpsgGpISCnTWxEjokdFSgwj06gRvd15JDGmpVCLndSy6kMu2RiSowJFn0GgaD8Rwjrkg0MpUh7u7KPDaW5NgpLC5lCcKqwjf6X6Klyk9ThZ+mCh/NlX4aK3w0V/ipC58/F3UCgUAgEAgcZFfQCXpVmLH8uXdteXloKs3241EeeXYHU1o1ewamyRoWU+miyONRZNa0RNjYUc2GRZWsbooQ8Kqkc47lRlo3SefMgiVHWjdJ5cyy9pxhOXGWdEdgyBpmMa+7ZcMq9jPK60rJuSIFZ7Z37wpGgSN7LtqrSUAHMlehuIdKKzKLUViMwjvcfuNY7FMsDmnQ7YUJn4LXo+BT5YJ1mU9z8j5NwavJ+FTFLcvOZ9ujEvAqTpqPs+WW/Zoi3BleYSzdeH1ZLKCZMY1aVqwsK3e/en1Z2ciZJGJZkpNZ4pMZEhMZ4tEM8cmsk05kMHWrENNo5Pj0nPPw+NWiYFTlJVTjKxOQAmEPkvhsCi4CZy0IPf3009x1111ztv3Lv/wLv/mbv/m6JyUQCAQLGa+q0Fih0Fhx+gCZlmUzldYZS2QZj2cZc4WivHjk5PNHDrNMPDq526Y8lQGtxMIoLyLNtj46F/FIkRXW1q1lbd1afmv9bzGRmWDrwFaeH3ieFwZfIJaNFayHJCTW1a3jjrY72NS2ic6KTuGqQSC4wMx0WTezPFswWlpWLrilm8xiTmZK0gzmZBZjMlMQjHIJHfqdYK0h92gHbpBAqfCiVvtRFlWh1vgwIx5iHokR2WYoqzM87QhGpaLRaDyLYdlM6RK7Tkyx68Tc1kaqLNEQ8dFU4aOp0k9zRWneT1Olj5qgR3zfCBYkYt0kEAguB5oq/LxpdQNmr8XmzddhSwp7B6fY3jPJq70TbO+dZDyR47W+GK/1xQrnddYGuaa9ius7q7lhcQ1rW0/v+vtcsW3btVIpikU5oygqGZaFbtoYpo1uWU7qWrIYpl3SbjmWL25et4p1OcMZxznXOce0bCzbxrJwUtvGsp28adnYNoU+tu1a3rjWN7P6lbSV3teU3eFIc2ZP2r/09kh2LZDy1kmKBLHJSepqq1EVRyBR821y0YpJlR1LJiVvweTmNUVGUyU8ecspxbHI8pRYXWlu2aMW+2iK4wowf66dMVGHU8gDSeyBBMZgglpT5nZT5nYTyIBsaHg7I3g7K/AsrkRrCIiH5oLXxUyB6HRl1aNQWR+gsn7u7zHbtknHdRKTmYJAFJ8oz2eTBrm0QXQgQXRg7mc9sioRrvIRqfURqfUTqfUTqNTIxWQyCR21cn7iGAkuPyTbPjsPml6vl0996lP89V//NR6P4wN3bGyMj370o2zdupWJiYkLMtFLCREc9fJEBHK7/Fho19SybGJpx/JopnhUKhyNxR3LpLMNLFsV0KgP+6gLe6kPe6mLeKkP+6jPl8Ne6iM+Qt7T7xXIWw89N/Acv+z/JQcmDpS1t0fauaP1Du5ou4P19etR5YtnkLrQrqvg9SOu6fxwKsHImMhgTmSwdeuUY0g+BbXah1rjR6n2OflqH3KVjzEMfvDTn7N4zTWMJnSGpjIMxtIMTWUYiqUZiWfP6HvOo8g0ukJRc6V/hnjkp7nSR4VfE4uni8BCCJC6kBDrptMj1k2XH+I3+/LkVNfVtm16oym2907yau8k23snODwy+2FnS6Wf6xc74tCNi2torfKL3+Z5ZKH+W7V1k2xfnNzxKbLHpsj2xWGGBZgcUPF0VBREIq05JAQil4V6XQVOPKPERLYoFrmCUcLNJ2PZ08a40rwKkVof4Ro/FbV+wnnhqMZJNa9ycd6M4HWxENZMZ/2E7tlnn+WDH/wgTz/9NN/+9rfp6enhox/9KKtWrWLXrl0XYo4CgUBwRSDLEtVBD9VBz2ld1+XFo5lCkWOJVG59lBePJlM6kymdQyPxU44d8CiuSOSjLuJYGdWXikdufk3NVaytW8sn13+S4eQwv+z/Jb/o/wUvDb9E73Qv39z/Tb65/5tUeCu4reU2Ni3axE3NNxHUTh7XSSAQLBzK4hi1zI5jZNs2VkLHmHAFomi6kDeiGax4Djtjog8m0QfncB0nw2atgnBqAq3Wj1odQmmrRa32o9b4sD0Ko/GMKxBlGJpKM5hPXdFoLJElZ1r0TaTomziJP2/Aryk0VfpoqfTTWuWnpdJPS5WflsoALVV+GiM+4ZpOcN4R6yaBQHAlIEkSHbVBOmqDvPuaVgCmUjqv9U3ycs8ELx2LsvvEFAOxND94bYAfvDYAuAKRaz10w+Ia2qqFQCQASVPwLanEt6QSANuwyJ2Ik3UFolzvNFbKILM/SmZ/1DnHq+DtiOBdUol3SSVaU1AIRIIFh8enUt2sUt089/MQ07Qcl3TRDNPRNNPjTjo1lmZsIIaVldGzJtGBJNGBud1y+8Ma4Rp/0cKoJm9p5MQwUs5zyAHBpctZC0LXX389O3bs4OMf/zjXXHMNlmXxl3/5l/zBH/yB+PEWCASCi0SpeLRipuPvGViWzWQqV7A4Gp3OMhp3AsSPxZ28U58hmXP8efdEU/RET/5wFUBTJGpDeesiH/WRVawIbeC6JSYT1l6OJl9iV/RFprJTPHbsMR479hiarHFz883c1X4Xd7TdQYW34nz+WQQCwUVEkiSUsAcl7MHbPntnk5UzHYuiaNGiyBGMHOEIw8abVcgdnSJ3dLbLODmootb46ajxs7TWj1obQu2sQ631I/ucW9icYRVc0ZVaFw1OOcLRUCxDNJkjrZ86ppEiSzRGfLRU+WktiEXFtLnSj08TO+4EZ4dYNwkEgiuVioDGpq56NnXVA5DMGmzvnWTbsSgvHZ9gV3/MEYh2DPCDHY5A1FThc6yHltRw67Jamir88/kWBAsESZXxdlTg7aiATWCbFrmBRNGCqGcaO2uSOTRJ5tAk4FgQeZdU4l3qCEtKjU/87goWPIoiF9zEtVBVqM9bfb3xrjeRiZuOUDSeZjqaIT6eZmo8TTyaIZsySMd10nGd0Z7ZMYwkCYJVXirq/FTUBdzUT0W985oe38Xz6iKYf87pah86dIhXXnmF1tZWBgcHOXjwIKlUimBQ7PoWCASChYYsS9SEvNSEvHQ1nrpvMmsUBaJ4ZpZ4lBeQJpI5dNN2Hr5OZYCZD3MDwCbgNpRAL6GqQ0jBfeiM88yJZ3jmxDPIKCwJr+fGxk28qeNOltc1iQeuAsFlhOxRkBuCaA2z7w9tyyY7mWLr489w7YoN2LFciWCUwUroWEmDXDJOrm+2VaMc1FBrHUuiiho/NbV+1tVVoHY1FMSiPBndZNh1R3cilmZgMs1ASTo0lUY3baculublk7yf2pB3tmCUz1f5ifiEWw7BbMS6SSAQCCDoVblteR23La8DIJUrEYiOTbDrRIyhqQyP7BjgEVcgWlwX5NaltdyyrI4bFlcTFr+zAkBSZLyLIngXRQjf3oZt2ehDSbLHYmSPOiKRlTJI7xknvWccAKXSi3dJJb6ljgWREvHM87sQCM4e1aNQ1eijqnHue8hsSi9YFRVEo/EM8agjHpm6RWIiS2Iiy8Ch2Kzz/REPlXV+InmhKC8c1fvxBcX37+XGWQtCf/M3f8Of/umf8hu/8Rt84Qtf4OjRo3zgAx9g7dq1fOtb3+LGG2+8EPMUCAQCwUUg6FXp9Kp01p76QVXOsApu6UZniEeOcJQp5I3UYqZSi4E3I3tHUMN7UMN7wTfCkfh2jsS3883DX8JMdaJl1lMnX0NzuIGGiI+GiJfGiI/6iI+GiI/GiI/akAdVmDoLBJc0kiyhRDwkIgb+DXWzfJxbWcOxLBpPY0TTGOMZN027YpFOLqmT6529+00Oaag1fkcwqnXiFzXX+FnUVom8tHZWf9OyGYtnGYilODGZ5sQMwWhgMk1aNwvuOXf1x+Z8T2GfWnBJ11oVoLXKT1t1gEXVAdqqA2cUn01weSHWTQKBQDA3AY/KrcvquHVZUSB6rTfGi8fGeb47yp4TsYJl7zdf7EWRJda3VXLz0lpuXVbL+rZKNLEeEODcU3paQnhaQoRvbXUsiE4kyHbHyHRPkuuLY8aypLaPkNo+AoBaHyiIQ94lFbM2EwkElyLegEbdIo26RbM9yNiWTSqeY3oszfR4mthYmqlRJz81miaT1ElP50hP5xiaw3ODN6BSUSYWBQrWRYGIR1jgXYKc9bfe3/3d3/HDH/6Qe+65B4DVq1fz8ssv8yd/8ifccccdZLPZ8z5JgUAgECwsPKpMs+tG6VSUuqsrWhvdzuh0lt54D73pbUzwKqZ2AjV4DDt4jBH7EQbTizCOXYURvwrbKHcrJ0nOTv0ysSjso7HCS33ER41fJaE78U0EAsGliexV8TSH8DTPjl1kZVyxyBWIHNHIKVsJHSuhk0ucRCwKu2JRjR+1zu/ELqrz01Djp7HCxzXts+di204MNkcgSs0WjGJpYimdeMbg4HCcg8Nzx2mrCmi0VQdoqwrQWu13hKIqRyxqqfTjUcWDrcsNsW4SCASCMyPgUbllWS23LKvlD97kxCByxKFxnj8yTk80xfbeSbb3TvLVnx0h6FG4YXENtyxzBKIldSHxQFIAuBZE7RG87REidy7CypnkeqbJdMfIHo2hDyYwRlMkRlMkXhgECTxtYXzLq/Aur8LTGhbxhwSXHZIsEazwEqzw0rS0clZ7NqUzNZYuP0ZTTI+lSU7lyKYMRnvjjPbOXueoHrnMmqiyIUBlfYDKhgD+sCa+mxcoZy0I7dmzh9ra8t2VmqbxhS98gbe85S3nbWICgUAguPQ5tbu61cC9APRP9/Pjo0+xpXcLR6b2oQZ6UQO90PgTIizHk7mGdGwV41MahrubfyyeZe/A7Ae+Dip/tuNp6sM+GiscS6PSfEPYEZIaK3xi175AcIkh+9TCTtCZWBmjKBDlrYvcvJXUseI6ubhObqZfbQmUap8rEAUcsajOycshrRCz7arWueOeJbIGg65IdCKW5sREiv7JFP0TafonU8RSOpMpncnUFLtPzN51J0nQGPEVBKK2an9ZviHsQxYPJy45xLpJIBAIzo2KgMab1zTx5jVNAPRPpNja7QhEW7vHmUzp/OzgKD87OApAa5WfO1bUsWlFPTcuqSHgEff3AgfZo+BbXoVvuROTxUrpZI5OkT0aI9sdwxhPk+tzXRQ/3efEH1paWThHiXjn+R0IBBceb0Cjvl2jfo64sHrOZLogEjkxi6ZGU0y7sYuMnEV0IEl0YHasVo9fpTIvEpUIRRX1ImbRfHPWf/2Zi5pSbr/99tc1GYFAIBBcmbRF2vjEhl/jExt+jeHkME/3Ps1TvU+xY3QH0xwC3yHUJpW7r76BW5ruYln4RuIphZHpLCPTmcIxPJ1lZDrNRFIviwlyKoIexXVP54pFhbwjGDVV+KgPe4WbOoHgEkD2qXhaw3haZ7tKsNKGKxC5LujG0+hjKYyxNHbWxIxmMKMZcAMS55G8iisQOUJRIV/jR9Kc74WQV2V5Q5jlDbNfFyCe0QviUP+Ee0ym3TRFRrcKMdle7pmYdb5HkR1XdNUB2lxXdG1Vjju6RdUBKgLCr/dCRKybBAKB4PzQVh3g/usWcf91i7Asm/1D0wXroZd7JjgxmeZb2/r41rY+PKrM9Z3VbFpRzx0r6uisDYod6oICckAjcFUtgauc32gjliV7ZJLM4UkyR2JO/KHd46R3O/GHtMYAXlcc8nZUIAmLbsEVhuZRqGkJUTPHZjzTsIhHM0yNpYmNppgaddLYSIr4RIZc+uSWRcEKjyMOlQhFVQ0BwrU+FPHs5YIj5DiBQCAQLCgag418YNUH+MCqDzCYGOSnPT/lieNPcGDiAM8PPs/zg8/jVbzc1nobb+54M++65jZ8qq9wvq7r/OjHj3PNLZuIpkxGpzMMT2cYmc6W5J2YR/GsQTJncmw8ybHx2Tta8sgS1IW9NFb4aXKForxY1Bjx0VThpz7ixacpF+NPJBAIzgHZP7dYZNs2Vlx3xKHxNMZYGmMshT6WxpzMYGdN9BMJ9BOJ8gElUKp8qLV5ayI/am0Arc6PPMOXdtinsapZY1Xz7F13tm0znsiVi0V58WgyxWAsQ860Tvk9VeHX6KgJsKgmSHt1gPaaAO01QdprAtSHveJBmEAgEAguG2RZYk1LBWtaKvj47UtI5QxePBrlF4dG+cXBMQZiaZ47Ms5zR8b5ix9De02AO5bXcUdXPTcurhH364Iy1Eov6rWNBK9txDZtcifiZA5Pkj08Se5EHH04hT6cIvHsAJIm411cUXAvp9b6xT2W4IpGUeWC9U87NWVthm46VkUjaSZHksRG00yNpIiNpkjHdZJTOZJTOQYOx8rOk2SJSK2vzKKost5PVWOQQIWIV3S+EIKQQCAQCBYszaFmPrLmI3xkzUc4PnWcJ48/yePHH6dnuoctvVvY0ruFoBbkDW1v4N7F93JD0w0AqDK0VPrpqDv1rvlk1nCti0otjbKutVGG4SmnzrBstz7LrlOMVxP0OGJRiXVRY4XfTZ36oHBRJxAsKCRJQol4UCIeWFJZ1mYblmNRNJZGd4WifN7OGJgTGcyJDNnDM6yKPApqvR+tPoBaHyikarVvll96SZKoC3upC3u5elHVrPkZpmM91D/DDV3/RIq+iTTjiSxTaZ1dJ6bYNYc7Or+mOJZENYEy0aijJkhzpU9YPwoEAoHgkibgUblzZQN3rmzAtm2OjiV45tAYvzg0ysvHJ+iNpvjmi71888VevKrMjUtquHNlA3evbKCxwnf6FxBcMUiKVIg/xN3tmEmdbHfMsR46PIkVz5E5NEnGtSZXqn34u6rxrazG2ymshwSCUlRNoaY5RE1zCKgra8sk9TJropgrFMVGUhg5y3FNN5qml2jZeR6fQmVjkOrGAFVNQSobAlQ3BYnU+pDFmuasEE+lBAKBQHBJ0FnRySfWf4KPr/s4BycO8kTPEzx5/EmGkkM8duwxHjv2GHX+Ot7c8WYqzLnjfMwk6FVZXBdicd1s8+c8lmUznswy7LpzGp4qikVDU+lCfdawiCZzRJM59g2eLLYRhH1qUSgqE44cS6PGiI+IXxU7XwSCBYCkymgNQbSGIP6Setu2sZK6a02URh9PYYymHQujiTR27iRWRarkxCkqEYm0+oCzw/QkDxFURXZjCQXmbE9mDfomUvRGU/RGk/ROpOiLpuidSDIwmSatmxwaiXNoZI4gsLJES5XfsSaaYVm0qDogdlELBAKB4JJCkiSW1odZWh/mY7cuJpE1eKF7nF8cGuOXh0YZnMrwzKExnjk0xmd/uJerWiq4e1UDd61sYGVTWNx/C8pQghqBdXUE1tVh2zb6cIrs4UkyRybJHp/CnMiQeGGQxAuDSB4F37JKfF3V+LqqUcKe+Z6+QLBg8QU1fJ0aDZ3l3hNs2yYZyxWFonw67MQsymVMRnumGZ0RD1ZWJCrqA1Q3BqhsDFDVGKTaFYw0r1jPzIUQhAQCgUBwSSFJEitrVrKyZiW/e/XvsmtsFz859hOe7HmSsfQY/3ngPwHY8sQW3r707dzTeQ+1/pPHcTgdsixRH/ZRH/axtnXuPrZtE0vpDLkWRY5wlHbS6aKQlMgaxDMG8UyCwyOJuQfD2dFfsCoqtTSK+Giq9NFc4acyoIlFq0AwT0iShBLyoIQ8eDvLBWjbsDAmMhijKfTRVDEdS2PrVsH1SFl0MxnUalcoaigRiur8yJ5TL2KCXpWVTRFWNs12R5czLAZiaUcoijqiUd9Ekp5oir6JFDnDKtTPRUPEWxCLOmodoaijJkhHbZCQsHYUCAQCwQIn5FV54+pG3ri6Edu2OTyS4OcHR3n6wAiv9U2yZ2CKPQNTfHnLYVoq/dy9qoG7VzVwXWc1mthtLihBkiQ8TUE8TUHCt7diZU3HeujgBOmDUay4TnpflPQ+x6JBaw051kNd1WjNoVkW4gKBYDaSJBGq8hKq8tK6otxzgqlbxMZSTA6liI0kmRhKMTmcJDacwtAtJoeSTA7Ndq8dqvZS3RgsEYoCVDYE8Yev7OcpYiUnEAgEgksWWZLZUL+BDfUb+KNr/4hnB57l0SOP8uyJZzk0eYi/feVv+dKrX+Lmlpt565K3sqltE17Fe97nIUkSVUEPVUHPnDFC8sQzekEwyotEefFoeDrL8FSayZROWj99XCO/ptBU6aOl0nFJ11Thd/KVPpor/TRX+PGf5kGyQCA4/0iqjOYKOmVWRZaNGcsWRaKRlBOraCSFnTUd66LxNJn95a4RlCrvLNdzWn0A2X/623iPKtNZG6SzNjirzbJsRuKZomVRNEXvRDEfzxgFV5kvH5+YdX5d2Euna03U4b5GpZw967+XQCAQCAQXA0mSWNEYZkVjmE/csYSxeJZfHBzlqf0jPN/txB566IUeHnqhh7BPZdOKeu5a1cAdK+qI+E7thlpw5SF7Ffyra/CvrqHSWoo+mHDFoYmClbh+IsH0033IYU9BHPIurUQWFgsCwVmjaHKJC7oitmUTn8wwOexYEk0MO8JQbMSJVZSYyJKYyNK3v3w94w2qVDcGqWoMUN0coropSHVLkEDkyohTJAQhgUAgEFwWaIrGnYvu5Lam2/jvH/831nKLx3seZ/f4bp498SzPnniWsBbmjR1v5O1L3876uvUX/Yc+7NMI+zSW1odP2iejm0WhaDrN8FS2YG005LqpG0/kHNFoLMmxsZOLRpUBjeYKP82uSNRUlvfREPGJ3Y8CwUVCkiXUah9qtQ+6qgv1tm1jxXOOQORaEzmiURorqWNOZjEns3CoPE6REvGgNgbRGgKOW7tGRyw6nUVRHlmWaKpwvhduWFweBDZv9dgTTRbc0fVEk/SMO9ZFE8kcY/EsY/EsL/cUF1dWdm5LI4FAIBAIFhp1YS/vvbaN917bRjpn8nz3OE/vH+FnB0cYT+T40a5BfrRrEE2RuHlpLZvXNHH3qgaqgsIVmKAcSZbwtIbxtIaJ3NWOGc8VxKHskRhWPEfylWGSrwyDIuFbWolvVQ3+VTXCtZxA8DqRZIlIjZ9IjZ/21eVrmkxCZ3I4yaQrFMWGHaui6WiGbNJg6OgUQ0fLY7B6AyrVzY7LuermYEEsCkQur3+rQhASCAQCwWVHQA6weflm3r/6/RyfOs5jRx/jx8d+zFByiP858j/8z5H/obOik3ctfRdvXfJWavw1px/0IuHTFDpqHZdMJyMvGg3G0gxOZRiKpRmcSjMYc+tiaZI5k1hKJ5bS2T80d0wjWYL6sI/mSh9NlX6aK4rCUd7aqCZ4ZeyQEQjmC0mSUCJelIgXls1wjZDUZ7ueG0lhTucKR/ZwiVAkOQGOnbhHAbRGRyw6VYyik80pb/W4YVHVrPaptO6KQ0l6xh2x6Ph4kqMncvSf819CIBAIBIL5we9RCu7iTMtmZ3+MLftH2LJ/mKNjyULcIeURiRsWV3PPmibeuLqB+rBvvqcuWIAoYQ/BaxsJXtuIbVhkj0+ROeAIROZEhsyhSTKHJon9sBtPWxj/6lp8q2vQav2nH1wgEJwxvpBG09JKmpZWltXrOZOpUcf93MRQkonBJBNDSaZGU2RTBkPdUwx1T80aKy8S1TS7YlFTCF/o0rQgFYKQQCAQCC5rOis6+V9X/y8+teFTbB/ZzqPdj/JU71McnzrOl7Z/ib977e+4o+0O3rXsXdzUfBOKvPBN+E8nGtm2zXTGYGgqzVAsw0AszVCJYJS3NNJNm+FpJ84RfbE5x/KoMs2uS7rmSsfCqNTSqLnSL2KJCAQXCCWooXRWzIpTZGUM9JEU+kgSY9hJ9ZEUVkLHjGYwo5ly13OyhFrnL7EmciyKlCrfOfm0r/BrrGurZF1bZVl9NBql9m/O5Z0KBAKBQLAwUGSJa9qruKa9ij++p4vu0ThP7Bnmib3D7B+aZmt3lK3dUT776F6uba/mnqsaefOaRpoqxMN8wWwkVca3rArfsioq3roYYyztxBraH0Xvj5Prc46pJ46j1gccN3SratBaQ2JTnkBwgdA8CrWtYWpbyz23GLpJbCRFdCBZJhRNj6fJJHQGj8QYPBIrO8cf8VDdVCoSOak3sLCFIvEERyAQCARXBLIkc23jtVzbeC1/fN0f82TPk/zgyA/YM76Hp/ue5um+p2kINPD2pW/nnUvfSWu4db6nfM5IkkSFX6PCr9HVOHdMI8uyGU9mGYw5FkYDJULRgFs3lsiSMyx6oil6ThJ0HpyHwy2VflqqHMuiVjfNl6uFlZFAcF6RfSre9gje9vJ/32bCdT03nHQFoxT6cNKJUTTiWBelGS/0lzQZNS8SNQQcoaghgHyF+M4WCAQCgeB0LK0P89t3hvntO5fRG03yxF5HHNrVH+Plngle7pngzx/bz/q2Su5Z08jmq5poqw7M97QFCxBJkgpxJiOb2jCnsqQPREnvi5I9OoUxmiI+miL+i36UiAefKw716MP09PXS0dFBV1fXfL8NgeCyRdXmFor0nMnkUIlI5B7xiQzp6RwD0zkGZrj3DlZ6HZGoJURNS5CalhDVjUEUbWG47BeCkEAgEAiuOEKeEO9Z/h7es/w9HJ48zCNHHuGxY48xkhrhX3f/K/+6+1+5oekG3rXsXbxh0RvwKt75nvJ5R5Yl6sM+6sM+1s/Y5Z8nZ1iMTM9tYZR3TTedMZhK60ylT+6azq8pNFf6aKkKlAlGq+PP0zT5Kv7ld6CsvBcOPg49z0HHrdC1+QK+e4Hg8kQJeVBCHlhSWaizbRtzKjfLmkgfSWHrViHocSmST0VrcgWiJteiqCEogiALBAKB4IqmvSbIx29fwsdvX8JALM2Te4d5cu8Qr/ZOsrM/xs7+GH/9xEE2LKrkbeuaufeqJuojwq2cYG6UCi+hG5oJ3dCMlTbIHJogvS9K5tAk5nSO5ItD7H9pN1s8u5GQ2LZtG/ff9z5QJHp6eoRAJBBcJDSPQn17hPoZm/FyGcN1O5cgOphk0rUoSkxmScaco29/Md6qJEtU1vvxVloX+y3MQghCAoFAILiiWV61nD+67o/49DWf5ud9P+cHR37Ai0Mvsm1oG9uGtlHhreCdS9/JfcvvY1Fk0XxP96LiUWXaqgOn3OUYz+gMxjIMxFIMTKY5EUszMOlYHA1MphmNZ0nrJkfHkhwdSxbOu0vezjs8X8KwZZQd/8pD6nv4sPHfmMgo277Gcxu/Sk3QS0vsVTxLbgVAOvwE9L8oBCOB4CyQJAm10ota6YUV1YV627IxomkM14qo4IJuPI2dMcgdnyZ3vETklUCt9pWLRE3Bc3Y7JxAIBALBpUxLpZ9fu6WTX7ulk9HpDD/dN8zje4bZdjzKjr4YO/pi/MWP93NDZw1vW9/Mm1c3UhW8vIKSC84fsl8lsL6ewPp6bN0iczRGZn+UoT3dSBbYko1kwwvf+zl90hiS5ApE998vRCGBYJ7w+FQaOiM0dJYLRdmUzsRgkuhgkomBBOMDCSYGk2RTBpPDKdJ9yZOMePEQgpBAIBAIBIBH8fDmzjfz5s43cyJ+gh92/5Afdv+QkdQID+17iIf2PcRNzTfx3hXv5fbW21Fl8RMKEPZprGjUWNEYnrM9a5iFOEalgtGdvd/HSMqokoVhy1yTexVDKpbTLz3EKuU1DFtG3fVvjJhvR93xaEEw+sWGv8NecQ8tlQFaqkQcI4HgbJFkCa0ugFYXwL+mtlBvGxb6qOtubijpiEVDCay4jhHNYEQzpPcV4xNJHtmNSRQkFdTn460IBAKBQDCv1Ed8fPDGDj54Ywej0xl+smeIx3YN8lpfjBePRXnxWJTP/nAvty6r5W3rm7l7VaO4dxWcFEmT8XdV4++qZs1Kk73f7UVCwpZsMG0kGWwcgejgk6+xKFdDrzxG74k+2tra5nv6AsEVjzeg0bS0kqallYU627ZJxrJEB5IcO3QC/mP+5gdCEBIIBAKBYBat4VY+teFTfGLdJ3j2xLN89/B3eWHgBV4YdI6GQAPvXv5u3r3s3dQH6ud7ugsar6rQURukozZY3nDwvfDwI9iSgopJzdrNqHu+hoWCKpnUBj2YmaJAdKO0yxGH3PLRV57kL1+sKwxXGseotcpPW5Vj2dRa5aetOiAW3QLBGSKpMp7mEJ7mEGwo1puJnCsOuRZFw0n0kSR2zioERE5k53+3m0AgEAgE80l9xMdHbu7kIzd30j+R4se7HXFo/9A0vzg0xi8OjeFV9/CGrnreuq6ZN3TV49OES1bB3HSt7OL+++8vuIgzxtP0Pf1oQSCqG/Wx4+HnytzKLWlfzOHDh+nv7xdu5QSCBYIkSYSqfM7RNN+zEYKQQCAQCAQnRZEVNi3axKZFm+iP9/P9w9/nh0ccq6Gv7fwa/7LrX3jDojfw3hXv5frG60UQ9rOhazPc/x2knueh4xaauzbD6luR3fLVAA//SkEwylRfhTrZUxCMMi03sSoXYSCWLsQwOlUco8qARltVUSBqq/LTWhWgrdpPS2UAv0csxAWCU6GEPChLPfiWVhXqbNNxO+cIRUmyR4fmcYYCgUAgECws2qoDfOKOJXzijiV0j8Z5bJcjDh0bT/LE3mGe2DtM2KfylrVNvHNDKxvbq5CFG1bBDLq6uspEHbXWT09PD62hBlrjlfxs+7NIetGtXO7YNN/v/b5wKycQCE6KEIQEAoFAIDgD2sJtPHjNg3xq/ad4qvcpvnfoe+wY3cGW3i1s6d1CR6SD+5bfxzuWvYOIJ3L6AQWOKFQaC2hm2RWMjLYbGOy2Me56L2r/Nui4hU91beZTbrdE1nDjFrlxjCbT9E+m6J9Ic2IyxWRKJ5bSiaWm2DMwNedUakNe2qpdkcgVi9alttIa205gxR1oq94CBx+HnudEDCOBwEVSJLT6AFp9ANbWYUTD8Mn5npVAIBAIBAuPpfVhPn13mN+9axn7Bqd5bPcgP9o5yNBUhu+83M93Xu6ntcrPuza08M6rW+mcaV0vELjMFIhWd2bZ8/DxgtWQBEh2uVu5dqMW34pqJE2ev4kLBIIFgxCEBAKBQCA4CzyKh7csfgtvWfwWDk8e5nuHvsdjRx+jZ7qHL7z6Bf5h5z/wtiVv4/0r309nRed8T/fSxhWIbF2H7sexl98Dq982q1vIq7KiMXzSOEbxjM5ALE3/RJr+iVRBMDoxmebERIp41mA8kWU8kWVHXwyAu+TtPOD5UiGG0X/I7+Yj1v8UYhg9v/HvqQ15aYm9QmD5HShCMBIIBAKBQCAQnAZJkljTUsGalgr+6E1dbDse5ZHXBnh8zxAnJtN89efdfPXn3WxYVMm7NrTwlrXNVAU98z1twQKmq6voVq61tZW9L+zEHhwvcysX/dYBJK+Cf00tgXV1eJdUIinCGk0guFIRgpBAIBAIBOfI8qrl/J8b/g+fvubT/OTYT/jOwe/QHevmu4e+y3cPfZebW27m/V3v5+aWm5ElsRtrvgj7NLoaNboaZ1tu2bbNVFp3RKISsejm7v/GjBdjFm00tmNIxXLqpf+gS3kNw5ZRdv4bD6nv4cPGfxcEoxev+3vUVW9hUXWAupBXuP8QCAQCgUAgEJQhyxI3LanlpiW1/MXb1/DU/mEe2THAs4fH2NEXY0dfjL/48X42rajnXVe3sKmrHq8q3BwLZpO3GtJ1naNHj3LfzffR399Pa7iB1lgF6V1jmNM5UttHSG0fQQ5q+K+qJbC+Ds+iCJJYqwgEVxRCEBIIBAKB4HUS1IK8d8V7uW/5fbw0/BL/deC/+GX/L9k6sJWtA1vpiHTwwMoHeNuStxHUhPuHhYQkSVQGPFQGPKxpqSg2HLwPHv5BIYZR7fp7UXf9YyGGUU3Qg5kpCkTX5F4tE4z2vfA4f/lsDQBeVaatOsCimUdNgLYqEb9IIBAIBAKB4ErH71F4+/oW3r6+hdF4hh/tHOSRHQPsG5zmqf0jPLV/hMqAxjvWt/DejW2sahYuqgUnZ/ny5axevbpQrrink1zPNKndY6T3jGEldZLbhkhuG0Kp9OJfW0dgXR1ac1DExRUIrgCEICQQCAQCwXlCkiRuaLqBG5puoH+6n+8c+g6PHHmEnukePv/S5/nqa1/lncveya90/Qpt4bb5nq7gVHRtLsQwouMWmro2w8pbkN3yNQAP/0pBMKpZuxl1z9cKglGs/npa036GpjJkDYvu0QTdo4k5X6o+7C2IRG3VAdpriqJRXdgrFmUCgUAgEAgEVxD1YR8fu3UxH7t1MYeG4/xgxwke3THI8HSGh17o4aEXeljTEuF9G9t427oWKgLafE9ZsMCRZAnv4gq8iyuofOtist0xUrvGSO+LYsayJJ49QeLZE6h1fgLr6ghsqEet8c/3tAUCwQVCCEICgUAgEFwA2iJt/OG1f8gn13+SHx39Ed8+8G16pnv4z/3/ybf2f4vb227nQ6s+xMaGjeKB/0LFjWF00nKJYNTctRlW31oQjH6/azO/D+imxVAsQ+9Ekr6JFH0TKfonUvRGU/RFnfhFo/Eso/Esr/ZOzpqCT5PLxKJ8vr0mwKKxX+Lp3ypiFgkEAoFAIBBcpqxoDPOZe1byh2/q4vnucb73Sj9P7R9m78A0ewf28Zc/OcCb1zTy3o1t3Li4RrgpFpwWSZHxrajGt6IaWzfJHJp0xKEDExhjaaaf7mP66T48HRECG+oJXFWLLERHgeCyQghCAoFAIBBcQIJakF/p+hXet+J9vDD4At868C22Dmzlmf5neKb/GdbUrOFX1/wqdy26C1UWP8uXFKcTjABNkVlU47iHm0k+flFfXiByxaJ8eWgqTUa3ODyS4PBIuXXRXfJ2/t3zJQxk1G1f4xttn2e1fYQV0y+S6ngD6t1/St3Az1zBSghGAoFAIBAIBJcyiixx+/I6bl9ex0Qyxw93DPC9V/s5OBzn0Z2DPLpzkNYqP/dd08Z7NrbSUimsOwSnR9IU/Gtq8a+pxcoYpPdFSe0cJdsdI9czTa5nmtiPjuJfVUNgQz2+5VVIqoiNKxBc6ognTwKBQCAQXARkSeaWllu4peUWjk8d51v7v8WjRx9lb3Qvf/DLP6Al1MIHV32Qdy59JwFttngguPwojV+0trVyVnvOsBiMpQuWRX0TjlVR30SK2yYOYNjFmEUbev6dDcoxbBsqdx/kx6+9ylvUlzGRUbZ9jYeX/C11IQ/LMzvxLL2d6qvfgaaIxZxAIBAIBALBpUZ10MNHb+nkIzd3sGdgiu++0s+Pdg5yYjLN/336MF/52WFuWVrL/dcu4u5VDXjEA3zBGSD7VILXNBC8pgFzKktq5xjJ10YwRlKk94yT3jOOHFDxr6sjeHUDWmtIeLoQCC5RhCAkEAgEAsFFprOik8/e+Fk+ueGTfPfgd/nOwe8wkBjgb17+G76282u8b8X7eGDlA9T6a+d7qoJ5xKPKdNQG6agNzmqzD04jPfx4IYbR4kAWOwuSBDZwg3KwTDCqPvwwdyqvOXWHHuI3friXgxW30l7juJ/rqAnSXhOko8ZxTefTlIv/hgUCgUAgEAgEZ4wkSaxtrWRtayX/595VPLlviO+9coIXj0V57sg4zx0Zpzbk5X3XtnL/tYtoqxabzgRnhlLhJXx7K6HbWtCHkqReGyW1axQrrpN8cYjki0OotX7HpdyGetRq33xPWSAQnAVCEBIIBAKBYJ6o9lXzifWf4MNrPsxjRx/jm/u+SV+8j3/b8288tO8h3rrkrXxo1YdYUrlkvqcqWGBIXfeWxTCqGHgVnvuS0wZUrdyEcvBRLFcw6qgOYE4VBaLrpP08NXENfRMpnjsyY2wJmiI+RyCqDdBeE6S92k1rAgS94vZRIBAIBAKBYCHh9yi8c0Mr79zQSm80yfdfPcF3X+1nLJ7lH39xlK89c5Tbl9fx/uvb2bSibr6nK7hEkCQJT3MIT3OIins6yXZPktwxSmZfFGM8zfSWXvb87FVGqlIsWbWUq+6+FtkjNpYJBAsdsaIXCAQCgWCe8at+3rvivbx72bt5pv8Z/mPff7BrbBc/OPIDfnDkB9zWehsfXfNRrmm4Zr6nKlhIlMYsyqdHnoZld6Hc+Tk4+DiyKxgtB3j4eXAFove8+36uqriB3miKnmiS3miK3okkPeMpElmDwakMg1MZXjwWnfWydWEvHTWBgkVRXihqrwlS4RcBZwUCgUAgEAjmk/aaIL//phX8zl3LeHr/CP/1Uh/Pd4/zzKExnjk0RlOFj/uubqEmO98zFVxKSIqEb0U1vhXVWFmD9N4o+7buYMvEbqQE7H6lm+RLw3g7KxgOxlmydjldXV3zPW2BQDAHQhASCAQCgWCBoMgKd7bfyZ3td7JzdCcP7XuIn/f9nGdPPMuzJ57l6vqr+dhVH+OWlluEv2bBbO78nHPkKRWMAO7/DrgCUWXXZq4Hrl9cUzaEbdtMJHP0RFP0RpOFtNdNJ1M6Y/EsY/Esr/RMzppCVUArE4ryFkYdNUGqApr43AoEAoFAIBBcJDRF5p6rmrjnqiZ6xpN85+U+vr/9BENTGb76i6PIKDyX2sEHbuzgtmV1yLK4TxOcGbLXiTc0MQbSSxI2NhISB+0T9PXuRLLhlf2v8far7mLt3dehRDzzPWWBQFDCJSMI/dVf/RU/+clP2LlzJx6Ph1gsNqtPX18fn/zkJ/n5z3+O3+/ngQce4Itf/CIeT/GLZ8+ePXzqU5/i5Zdfprq6mt/8zd/ks5/9bNkDil/+8pc8+OCD7Nu3j+bmZv7wD/+Qj3/84xfjbQoEAoFAAMD6+vV8pf4r9E738tC+h3i0+1FeG32N3/rZb7GyeiUfu+pj3LnoThRZmOQLzpCZAtEcSJJETchLTcjLNe1Vs9qnUrpjSRRN0TvupH1ueSyeZTKlM5mKsbM/NuvcsFelvbZoWdRW6WM4DtFkjoYKVYhFAsF5QqybBAKBQDCTjtogn9m8kgffuJwn9w7zrW29vNIzydMHx3j64Bht1X7ef30791/bRmVAPLwXnBkdHR1s27YNSZKwbRtPewTpRBRbspFsOLrjEHXbbYZaM4xEEiy9uouuVSvne9oCwRXPJSMI5XI57rvvPm688Ua+/vWvz2o3TZN7772Xuro6nn/+eaLRKL/6q7+Kbdv8/d//PQDT09PcfffdbNq0iVdeeYXDhw/z4Q9/mGAwyO/93u8BcPz4cTZv3syv//qv861vfYutW7fyW7/1W9TV1fHud7/7or5ngUAgEAjaI+386Y1/ysfXfpz/t///8f3D3+fAxAF+75e/R0ekg1+76te4d/G9aLJw1SW48FQENNYGnODFM0lmjYIlUdHCKElfNMXgVIZ41mDvwDR7B6ZLzlL5yt5niPhUOmuDdNYG6XDTxbUhOmoDhH3isy0QnA1i3SQQCASCk+FVFd6+voXNq+v5xn8/zmBgMY/sGKR/Is3fPHGQ/7vlMO9Y38Kv3tTBqubIfE9XsMDp6uri/vvvp6enh46ODgC6Hz7mCETYtNW00Ds2xpbR3Ugj8Gr3Lt66dBNr79qI1hic38kLBFcwl4wg9Od//ucAPPTQQ3O2P/XUU+zfv5/+/n6am5sB+NKXvsSHP/xh/uqv/opIJMJ//dd/kclkeOihh/B6vaxZs4bDhw/z5S9/mQcffBBJkvjnf/5nFi1axFe+8hUAVq5cyauvvsoXv/jFky5sstks2WzR+er0tPOgQ9d1dF0/T38BwXyTv5biml4+iGt6eXK5XtdqTzW/u/53+fDKD/OdQ9/h4UMP0zPdw2e3fpZ/3PGPfGjlh3jHknfgU33zPdXzzuV6TS83PDIsq/OzrM4/qy2jm/RPpumLpuidSNETTXF8PMmhgQkmcxLTGYNdJ6bYdWJq1rm1IQ8dNQE6XMui/NFeE8CnCQu5hYT4N7owEOsmwXwifrMvT8R1vfzQdZ3GAHzw7iX83l3L+PGeYf5zWx8HhuN899V+vvtqPxvbK/nQDYu4e2U9qiLP95QFZ8B8/FtdsmQJS5YsKZTvu+8+ent7aW9vZ/ny5fz00SeQ9koFq6HjB7vJ7I8yHEnQuXIJq++8Btkr7ulPhvj+vfxYCNdSsm3bnu9JnA0PPfQQv/u7vzvL9cHnPvc5Hn30UXbt2lWom5ycpLq6mp///Ods2rSJD33oQ0xNTfHoo48W+uzYsYOrr76aY8eO0dnZyW233caGDRv4u7/7u0KfRx55hPe+972kUik0bfYu1T/7sz8rLLxK+fa3v00gEDgP71ogEAgEgnKydpaXsy+zNbuVhJ0AICgFucl7E9d7r8cnXX7CkODyJGfCeBbG0hJjGRhNS4xnJEYzENdP7Uau0mNT77ep80Gdz6be76Q1XhDPLS4+qVSKBx54gKmpKSIRsat4vhHrJoFAIBCcDbYNx+Lw7LDM7qiEhXMfVumxubnB4qYGm5Aw3BacJVNTUxw7dqxQXqG2ccjoR7LBluBO/SpCtRHGGrKkg+Y8zlQguDgshDXTJWMhdDqGh4dpaGgoq6uqqsLj8TA8PFzokzdhzJM/Z3h4mM7OzjnHaWhowDAMxsfHaWpqmvXan/nMZ3jwwQcL5enpadra2ti0aRM1NTWz+gsuTXRdZ8uWLdx9991zLnAFlx7iml6eXEnX9Z28k4yR4bHjj/HQ/ocYSg6xJbOFbeY2PtD1Ae5fcT9hT3i+p/m6uZKu6ZVE/rre++aTX9d4xnFDd9x1Q9cznqJnIknPeIrpjEEsJxHLSRyeYVikyBKtlX46ah1ros4aJ3ZRZ22ApohPBE2+QESj0fmeguAMEOsmwYVE/GZfnojrevlxqmv628DwdIbvvHyCh1/tZyKp85N+hS1DMvde1ciHrl/Emhax8WMhslD/rR4+fLhgNdTb24v0yglsbCQkRqQYnSP11I34UFuC+DfW47uqVlgNuSzUayo4dxbCmmleBaGT7RAr5ZVXXmHjxo1nNN5cwYht2y6rn9knbyB1tn1K8Xq9eL3eWfWapol/rJch4rpefohrenlypVxXTdN4YNUD3Nd1H08ef5J/2/NvHJ86zj/t+Se+dehbfGjVh3j/yvdfFsLQlXJNrzROdV2rNY3qsJ8NHeUPim3bZjKlc3w8wfHxFMfHE/SMpzg2nqRnPElaN+mdcNzT/XLGmB5VdkQiN17R4togi+tCLK4NUh30nPR+T3B6xL/PC4dYNwkuNcQ1vTwR1/Xy42TXtK1G4w/vWcnv3L2cn+we4psv9LDrxBSP7BjkkR2DXL2oko/dupg3rW5EERttFhwL7d/q6tWrWb16NQCKovDyyy87cYZsmxV3rcc/FCS9dxxjIEl84DiJJ/oIbKgjeF0TnpbQPM9+YbDQrqng3FkI13FeBaFPfepT3H///afsM3Nn2slobGzkpZdeKqubnJxE1/XCzrXGxsbCrrc8o6OjAKfto6qq2LUmEAgEggWLJmu8dclb2dy5mad6n+Kfd/0zx6aO8Y87/5H/t///XVbCkEAgSRLVQQ/VwWquaa8ua7Ntm5HpLMdckahUNOqbSJEzLA6PJDg8kpg1boVfY3FdkCV1IRbXBVlcG2JJXZBFNQG8qtilKJg/xLpJIBAIBPOBV1V419WtvOvqVnb0TfLNF3r4yZ4hXuuL8Vv/9Rpt1X4+clMn7722jZD3snFCJLiAdHV1cf/999PT00NHRwddXV0AmIkcqddGSb48jDGeJvnSMMmXhtFaQwSvaySwrl5YDQkE54l5/baura2ltrb2vIx144038ld/9VcMDQ0V3BM89dRTeL1errnmmkKfP/mTPyGXy+HxeAp9mpubCwuoG2+8kccee6xs7KeeeoqNGzcuCAVPIBAIBIJTocgK93Tewxvb3yiEIcEViSRJNFb4aKzwcdOS8jbDtBiMZTgeTXJ8LEFPNMXRsQTHxpIMTqWZSuvs6Iuxoy9Wdp4sQVt1wBGK8hZFdUEW1wWpC3mFVZHggiPWTQKBQCCYbzYsqmLDoir+5N6VfOvFXv5zWy/9E2n+4sf7+b9PH+aB6xbxqzd10Fzpn++pChY4XV1dBSEojxLyEL6tldCtLWSPTZF8eZj03nH0EwliJ7qZ+vFxx2ro+iY8zcJqSCB4PVwy8n1fXx8TExP09fVhmiY7d+4EYOnSpYRCId74xjeyatUqPvjBD/KFL3yBiYkJfv/3f59f//VfLwRoeuCBB/jzP/9zPvzhD/Mnf/InHDlyhM9//vN87nOfKyzkP/7xj/MP//APPPjgg/z6r/86L774Il//+tf5zne+M19vXSAQCASCs0YIQwLBbFRFZlFNgEU1AW5fXlfWltFNjo8nOTaWdEWiBMfcciLrxDLqjab4+Ywxwz6VxXUhltQGXZHIEYs6aoL4NLGLUXDxEesmgUAgEFxI6sM+HnzjCj5xx1J+sOMEX3/uOMfGk/zLs8f4+vPHuXdtEx+7ZTFXtVbM91QFlyCSJOFbUolvSSVmUie1fWSW1ZCnPULoxib8a2qRVHm+pywQXHJcMoLQ5z73Ob75zW8Wyhs2bADgF7/4BXfccQeKovCTn/yE3/qt3+Lmm2/G7/fzwAMP8MUvfrFwTkVFBVu2bOGTn/wkGzdupKqqigcffLAssGlnZyePP/44n/70p/nHf/xHmpub+epXv8q73/3ui/dmBQKBQCA4T5yJMPTBVR8kqAXne6oCwbzi0xRWNkVY2VQeJNm2bf7/9u47PKpya+Pws2cmmfQACWnU0MGASEAMoDTpqCgWEEFUUBQEjd3jOUc9YgULqICKYEFBxYqIgHQJLRRBekloCSGF9J79/aHOZ+wisDOT331duTSTdzLPsBLIypr33Sdzi7X/x51EB0/m62D6D/9/NKtAuUVl2nbklLYdOVXpfoYh1a3pq0ahAa5BUeMfj6MLC2RXEc4e+iYAwLng623XsI4NNLRDfS3fk6Y3Vh9SwsEMfbb1uD7belwdo2tp1MWN1LNFmGxcZwinwe7v5do1VHIoW3nrU1W4PV0lyTnKTM6RLeCg/DtEyL9jpBw1fn2NQgC/zW0GQrNnz9bs2bP/cE39+vW1YMGCP1zTunVrrVq16g/XdO3aVZs3b/67EQEAqLL+aDD03q73NKr1KF3X4jo57fwgDfycYRgKC/JRWJCPOjWufGRXUWm5kjMKXLuJDpzM04GT+Tp4Mk+5RWU6klmoI5mFWrn3ZKX7BTgdiv5pR1FogBqH+bsGR+wqwj9F3wQAOJdsNkM9W4arZ8tw7TiWrZlrDumLbce1/lCm1h/KVHSov27pEq2rY+vycw5Oi2EYcjaqIWejGiofWKL8DanKX5+i8pwS5S4/otwVR+TTKkQBcZFyNq7BC6+AP+E2AyEAAPDP/XIw9MrWV5Sck6znNj2nt3a+pTHnj9GgJoPkZeP6D8Cf8fGyq3lEoJpHVD560TRNpeeV/P+gKO2n4+fydDizQHnFZdp+LFvbj2VXup9hSPVq+qlxbX81CQv4/7fagQr243sSAABUbTF1gvXCdW11f9/memttst5bn6xD6fl65NMdenHpPt3cpaFuuKiBgnz4uQanxx7oraCe9RXYra4Kd2YqP+G4ig9mq+j7DBV9nyFHbV8FXBQpv9hw2Xz4tTfwW/jOAACgGvppMNSrQS99fuBzTds2Tan5qXo84XHN2jFLY9uOVb/ofrIZnMkM/F2GYah2oFO1A53q2Cik0sdKyip0ODNf+9P+/+i5gz/uLMouLNXhzAIdzizQ8j2VdxWFBjjVJOzHQVHtADUJC1STsACFB3H8HAAAqFoig331YL8WurNHE32w6YjeWH1Ix04V6tlFe/Tq8gMadlF93dI5WmFBPlZHhZsy7Db5tQ6VX+tQlZ7IV966FBUkpqnsZKFOfXFQ2V8nye+CMAXERenAqSNKSkpSw4YN1aJFC6ujA5ZjIAQAQDXmsDl0VdOrNKDRAH209yO99t1rOpJ7RA+uflAzd8zUnW3vVLd63fiFM3CGeDtsPw5zfntX0f60PO0/macDaXk6cDJP+9PylJJdpPS8YqXnFWvdwcxK9wt0OtTINST6/7d6NX3lsDPQBQAA1vF3OnRT52jdcFEDfbHtuKavPKC9J/I0Y+VBzVqTpMGxdXXbJY3UMJTrmeL0eYX7q+YVTRTct6EKNqcpLyFFZWkFyl+fqp0bt2uJ93cyDEPr1q3TkCFDGAqh2mMgBAAA5LQ7NazlMF3Z5ErN2TVHs3bM0r6sfRq/fLzahLbR+Hbj1TGyo9UxAY/1811FcY0r7yrKKy7TgbQ817Bof9oPA6PkzALlFpdp25FT2nbkVKX7eNttahjq59pR1PjHQVHj2gGc3w8AAM4pL7tNV7Wrq0Ft62jZ7jRNW3lAiclZen/DYc3beFj9YiI1pmtjta4bbHVUuDGb06GAuCj5XxSp4oPZyl+XopTde2WYkilThgzt+3aHzNIKJR87zI4hVFsMhAAAgIufl59Gtxmta5tfq9nfz9acXXP0Xfp3GrV4lDpGdtTdsXfrvJDzrI4JVCsBTofOr1dD59erUen24rJyJWcU/DAo+tnbwfQ8FZVWaO+JPO09kVfpPoYh1a3p+6sdRVynCAAAnG02m6FLW4Xr0lbh2piUqWkrDmjZ7jR9uT1FX25P0cVNQ3V718aKaxzCCQU4bYZhyKdxDfk0rqFWm8u14/MjMmTIlKmyg7mad+QDGWLHEKovBkIAAOBXgp3BmtBugoa1HKbXv3tdH+z9QOtT1mvIgiHqH91fd15wp+oG1rU6JlCtOR12NQsPVLPwysfPVVSYOnaq0HX03P6f7S46VVCqI5mFOpJZ+LvXKWoaFqim4T8MipqGBSo0wJtfygAAgDOqQ8Na6jCylnal5GjGygP64rsUrd6XrtX70tW2Xg1N6NlU3ZrX5mcQ/COt2sVoiJ9DSQcPKbK8pvZv3yOjWDINU4Yp7VqYqNKUfB0tSlN0dDTDIVQLDIQAAMDvCvUN1UMdH9KN592ol7e8rAUHF2jhoYVakrxEQ1sM1ejWo1XDp4bVMQH8jM1mqF4tP9Wr5afuzcNct5umqYz8kkq7if7KdYpq+nmpaVigmoQHqOmPQ6Jm4QGqHejklzQAAOAfaRkZpBeHXKB7ejfXG6sPau7GI9p65JRumr1RresE684eTdSrVTg/c+C0tWjRwjXocTatoe1zD/2wY8gwpYwSzV/5hQwZWr9+vYZcc61ktykpKYkj5eCxGAgBAIA/FRUQpScvflLDWw3X84nPa13KOr298219su8TjWozSte3uF4+Dh+rYwL4A4ZhKDTAqdAApy5q9OvrFB08mad9J37YSbTvRJ72peXqcGaBsgpKtSEpUxuSKg+KgnwcahoeqKY/HjsX7iw7l08HAAB4kHq1/PTYFTEa26OJ3lh9SO8kJGv7sWzd+k6iWkQE6s4eTdUvJkI2G4MhnL4WLVpoyJAhSkpKUr1akdq3cZeMtP/fMZTw4XIl66QMgyPl4LkYCAEAgL+sZUhLvd77da09tlaTEydrb9ZevZD4gt7f/b7uvOBODYgeILuNC9YD7ibA6VCbujXUpm6NSrcXlZa7dhH9NCTadyJPSRn5yikqU2JylhKTsyRJFcUFFiQHAACeJCzQRw/3b6nbLmmkmWsO6e2EZO1OzdXY9zaraViAxvVoooFtomRnMITT9PMdQ/Ygp7bO3e3aMWSWmzJskilThgwd/H4fAyF4HAZCAADgb+tUp5M6RnbUl4e+1NQtU5Wan6p/rfmX3v7+bcXHxqtTnU5WRwRwBvh42XVeVLDOiwqudHtxWbkOpef/OCTK0/60XH2flKojFuUEAACeJSTAqfv7ttCtlzTSm98mada3h7QvLU8T5m7VS0v36Y7uTTSobZQcdpvVUeHGfr5jqGH9hio5mqvDa7+UYf6wayg4sVQnT21X4CV15WxSg6ML4REYCAEAgNNit9l1eePL1btBb723+z298d0b2pO1R7ctvU1xkXG6p/09al6rudUxAZwFToddLSKC1CIiyHVbRkaGQh+xMBQAAPA4Nfy8Fd+rmUZdHK23vk3SzG8P6WB6vu79cJte+mavxnZrosGxdeXFYAin6ec7htRK8q4fqIPb96l2lq8iDzlVvO+UivedklekvwIvqSvfNqEy+HqDG+OrFwAA/CM+Dh/dHHOzFl61UMNbDZfD5lBCSoKuXXCtHk94XBmFGVZHBAAAAODGgny8dGfPplrzQA892K+FQvy9dSSzUA9+vF09J6/UR4lHVVZeYXVMeIAWLVqo/zWXqcOtlyrivg4K6BQlw8um0pR8Zc7bo9RnNyl39VFVFHH9TLgnBkIAAOCMqOFTQ/d3uF+fD/pcvRv0VoVZoQ/3fqiBnwzU7B2zVVJeYnVEAAAAAG4swOnQmK6NtfqB7npkQEuFBnjrcGaB7v1wm3q/sEqfbT2migrT6pjwEI5aPqpxeWNFPHihgno3kC3AS+XZxcr+8pBSntqgUwsPqTy72OqYwN/CQAgAAJxR9QLraXK3yZrdd7Za1mqpvNI8TU6crEGfDdI3h7+RadKgAQAAADh9ft4Ojbq4kVbd310P9muhmn5eOpierwlzt6rfS6u1aEcKfQfOGLu/l4J61FfkAxeq5lVN5ajtK7O4XHmrjirlmY3K/GCPSlPzrY4J/CUMhAAAwFkRGx6ruQPn6n+d/6dQ31AdyT2iu5bfpVGLR2lP5h7lLlumE089pdxly6yOCgAAAMAN+Xn/sGNo1f3ddU+vZgr0cWjPiVyNeXezBk5do292nWAwhDPG8LLJ/8IIhd8dq5ARreQdHSRVmCrYnKYTL25W+qwdKj6UbXVM4A8xEAIAAGeNzbBpUJNBWnDlAo1uPVreNm9tSN2gp58frKN3jFXmu+/q6B1jGQoBAAAAOG2BP11j6P4eurNHE/l72/X98Rzd8tYmXfnqWq3ae5LBEM4Yw2bIt1WIwm47X2Fj28q3dahkSEV7snRyxndKm75Nhbsz+ZpDlcRACAAAnHX+Xv4a3268Pr/yc/Vp2EfnJVeo3JBUXiHTZih3XQI7hgAAAAD8I8F+Xrqnd3OtfqCHxnRtLF8vu7YeOaURb27QtTMStP5ghtUR4WG86wUqZFhLRdzTXv4XRkh2QyVJOcqY/b3SpmxRwbaTMrmuFaoQBkIAAOCcqRNQR5O6TtKlV94tuymVG5JRYeqjw1/8uGNoDjuGAAAAAPwjtfy99WC/Flp1f3fd0iVa3g6bNiZl6brX1mnkrA3aeTzH6ojwMI5QX9W8qqkiH+iggIvryPC2qTQlX5nv79aJyZuUtyFFZlmF1TEBBkIAAODca3vVaNV5ZapyLu+iadfXUEl+zo87hsolu00F6zdYHREAAACAm6sd6NS/B7bS6vu764aL6sthM7Riz0kNmLpad83dosMZBVZHhIexBzlVY0AjRT54oYIurS+bn0NlGUU69fF+pTy7Ubmrj6qiuNzqmKjGHFYHAAAA1VNQz0vVqeelalOSp49nPST7xqUqNyR7eYVW1E7XpUsWqWzTFjljY62OCgAAAMCNhQf56IlBrTWqSyNNXrJXX2w7rk+3HteX21N0/YX1Na5HU9UOdFodEx7E5ueloEsbKODiusrfkKq81UdVnlOi7C8PKXf5EQV0ilJApyjZ/LysjopqhoEQAACwVIB3gEbcNlX7It/TpoUz9U1oqpT0ldpM+lKmzSbjrbflf+MIqX9/q6MCAAAAcGMNQ/01degFuu2SRnr26z1atfek3kpI1oeJRzWqS7RGX9JIgT78gh5njs1pV+DFdRQQF6mCLWnKXXFEZRlFyll6WLmrjsq/Y6QCL6kre6C31VFRTXBkHAAAqBKaXn69bpi2VENHPa8Lj/n+eH2hClXYJGP/91bHAwAAAOAhYuoE6+2bL9R7ozvq/Ho1VFBSrinL9qvrcys0c80hFZdxpBfOLMNhk3+HCIXf0161rm8hr0h/mSUVylt9TCnPbNSpLw6oPKfY6pioBtghBAAAqgzDMNSnYR+lD63QyYT4H46Qq5Dei9ymlDfvVbeToQru1FmBPXpYHRUAAACAm+vUOFSf3hGiRTtS9dziPTp4Ml//W7BTb645pLt7NdOVF9SR3WZYHRMexLAZ8mtTW76tQ1W0J0u5yw6r5HCu8r49rrz1KfLvEKHAbvXkCOYIQ5wdDIQAAECVE9q7n5yvOpW6eqk+Dtir8qxdin1hsU4ZUu6776nOKy8rqGdPq2MCAAAAcHOGYahf60j1ahWujxKP6sWl+3TsVKHu/XCb3lh9UP8a0FIXN61tdUx4GMMw5Nuilnya11Tx/lPKWXpYJck5yk9IUf6GVPm3D5dvl0irY8IDMRACAABVUmCPHgrs0UN3l5Ro8ZghKjd2yW5K5Ya04KOndfGFzVQvsJ7VMQEAAAB4AIfdpiEX1tegC+po9tokvbp8v3an5mr4zA3q1ry2Hu7fUs3CA62OCQ9jGIZ8mtaUs0kNFR/M/mEwdChb+etTlb/xhOqH+qkss0he4VzbCmcG1xACAABV2g8/IHeQ3ZQqbIbsprQ45Liu/OxKvbH9DZWWl1odEQAAAICH8PGya0zXxlp5X3fd1LmhHDZDK/acVN8XV+mhj7frZC7XecGZZxiGfBrXUNhtbVT71tZyNqkhVZiqneajjJe2KvPDvSpLL7Q6JjwAAyEAAFDl5bdqpcgpLyl0+Ah5PfcfOS6OU3F5sV7a/JKu+eIaJZ5ItDoiAAAAAA9S099b/73sPC2J76q+50WowpTe33BY3Z5brqnf7FNhSbnVEeGhnI1qqPao1qo56jxlB5dKFVJB4gmlTt6kzHl7VHqywOqIcGMMhAAAgFvw795d4Q89qCaXDdXrvV/Xk12eVC2fWjqQfUAjF43Uv7/9t7KKsqyOCQAAAMCDRIf6a/rwWH1wW5zOrxus/JJyTV6yV90nrdBHiUdVUWFaHREeyrtBoPa3ylXNW8+TT/OakikVbEnTiecTlTlvDzuGcFoYCAEAALdjGIYua3yZPh/0ua5udrUk6dP9n+ryTy/Xp/s/lWnSlAEAAAA4cy6MrqVP7uisl4a0VZ0avkrNKdK9H27TwKlrtHZ/utXx4MG86wUq9KYYhY1rK5+WtVyDodTnNynzo70qyyqyOiLcCAMhAADgtoKdwfpv3H/1Tr931LRmU50qPqV/f/tv3fT1TTpw6oDV8QAAAAB4EJvN0BVt6+ibe7rqwX4tFOh0aGdKjq5/Y71umb1RB0/mWR0RHsy7bqBCbzzvh8FQ85o/HCW36YRSJ21S1qf7VZ7N9a3w5xgIAQAAt9c2rK3mDZyn+Nh4+Tp8lXgiUVd/cbWmbJ6i4nJ+KAYAAABw5vh42TWma2OtuK+bRsQ1kN1m6Jvdaerz4io9uXCXcopKrY4ID+Zd94cdQ7VvP1/OxsFSuan8dSlKeW6jTn1xQOW5JVZHRBXGQAgAAHgEL5uXboq5SZ9e8am61e2msooyvb79dV39+dVKPJFodTwAAAAAHiYkwKnHr4jR13ddom7Na6u03NRrqw6qx6QV+mDjEa4vhLPK2SBItUe3Uejo1vJuGCSVmcr79rhSn92o7K8OqTyfwSR+jYEQAADwKFEBUZrSY4pe6PaCQn1DlZSTpJGLRup/Cf9TXglHOAAAAAA4s5qEBWj2TRdq1sgOahTqr/S8Et0//ztd8cq3SkzOtDoePJxP4xqqfVsbhd4cI696gTJLK5S78ugPg6HFSaooLLM6IqoQBkIAAMDjGIahSxtcqs8GfabBTQdLkj7Y+4EGfTZIK4+stDgdAAAAAE/UvUWYFt11iR4Z0FKBToe2H8vW4GkJmjB3i1KyC62OBw9mGIZ8mtVU2B3nK+TGVvKK8pdZXK7cZUeU8sxG5XxzWBXFDIbAQAgAAHiwIO8gPdrpUb3R+w3VDairEwUnNG7ZON2/8n5lFGZYHQ8AAACAh/F22DTq4kZadm83DelQT4Yhfbb1uHpMWqmp3+xTUWm51RHhwQzDkG/LEIWNu0AhN7SUI9xPZlGZcpYkK/XZTcr99pjMsgqrY8JCDIQAAIDH6xjZUR9f8bFuOu8m2Qybvkr6Sld8doW+OPCFTJNzvQEAAACcWbUDnXp6cBt9PraL2jeoqcLSck1esleXPr9SX21PoQ/BWWXYDPnGhCp8QjvVGtJcjlBfVeSXKvuLg0qdvEn5m0/I5BpX1RIDIQAAUC34OnwV3z5e7w14T81rNld2cbYeXvOwbl96u47lHbM6HgAAAAAP1LpusD4cE6eXhrRVZLCPjmYV6vY5mzXsjfXadyLX6njwcIbNkF/bMIXf3U41rmwiW5C3yrOKlfXBXp14abMKd2YwnKxmGAgBAIBq5byQ8/T+wPc1od0Eedu89e3xb3XlZ1fq3Z3vqsJk6zwAAACAM8swDF3Rto6+uaerxvdsKqfDprUHMtTvpdV66qtdyufaLjjLDLtNAR0jFXFvewX3ayjDx6GyEwXKeHunTk7/TsWHsq2OiHOEgRAAAKh2vGxeGtV6lD66/CO1C2unwrJCPbPxGd206CYdzjlsdTwAAAAAHsjP26H4Xs20NL6rLm0ZrrIKUzNWHtSlz6/UQo6Rwzlg87YrsGs9Rd7fXoHd6srwsqkkOUcnZ3yn9Fk7VHI8z+qIOMsYCAEAgGorOjhas/rO0iMdH5Gfw0+b0zZr8OeDNWfXHHYLAQAAADgr6tXy0xs3ttfMG9urXi1fpWQX6Y45mzXizQ06eJJfyOPss/l5KbhvtCLuay//jhGSTSrak6W0qVuUMXe3yjIKrY6Is4SBEAAAqNZshk3XtbhOH1/xsTpGdFRReZGe3vC0npx8pfY/+rByly2zOiIAAAAAD9SzZbiW3N1VE3o2lbfDptX70tX3xdV67uvdKiwpl3YvlBY99MN/gbPAHuRUzSubKjy+vXzbhEqmVLj1pFInJyrrs/0qzy2xOiLOMAZCAAAAkuoE1NFrvV/TIx0fUacDXhr8xl4VzftER+8Yq5xvllodDwAAAIAH8vGy6+5ezbT4rkvUrXltlZRX6JXlB/Toc89Jc4fKXD9DmjuUoRDOKq9QX4Vc31Jhd14gZ7OaUoWp/IQUpT63UTlLk1VRUm51RJwhDIQAAAB+9NNuofvs/VRhk+ymVG5In34wUUdyj1gdDwAAAICHahjqr1kjO2jG8FjVqeGrZoVbVWbaZJjlMg27lLTG6oioBrzrBKj2zTEKHd1aXvUCZZZUKGfpYaU+t0n5G1JlVnCdK3fHQAgAAOAXwi/uKVuFZNoM2U1pWe00vXfXQCX2664TL7xgdTwAAAAAHsgwDPU5L0JL47uq5nk95DAqXEOhz7MbqXTnAo6Qwznh07iGwu44X7WGtpC9lo8qckuU9fE+nXhpswr3ZMo0GQy5K4fVAQAAAKqawB49VPfVV1SwfoMKWjfSJV+/prhvj8lUqjJnvKa8kjw1fuDfVscEAAAA4IF8ve26auitSt0Qqi2rvtD8zGhp23FdvusemYZdxrpXpSHvSy36Wx0VHswwDPmdX1u+54UoL+G4cpYdUdmJAmXM+l7OJjUU3D9a3lEBVsfE38RACAAA4DcE9uihwB49JEnmzPdVJMmQZEra+9VcfXdVjAY1GSTDMKyMCQAAAMBDRVx4lfp2uFJl36Uo99P7VFZhk0PlKpdNpftWyoeBEM4Bw2FT4MV15R8brpzlR5S39riK959S2tQt8rsgTEG9G8pRw2l1TPxFbnFkXFJSkm655RZFR0fL19dXjRs31n//+1+VlJRUWnf48GFddtll8vf3V2hoqMaPH/+rNdu3b1fXrl3l6+urOnXq6PHHH//VFreVK1cqNjZWPj4+atSokaZPn37WnyMAAKi6Arp21U9jH0NSYiNTn731iOaN7avjX31mZTQAcKFvAgDA8xiGocvOj9IVV17nOkLOrgo9uCVYCQvflvnVgxwhh3PC5uelGgMaKeKe9vI9v7ZkSgWb05Q6aZOyFyWpoqjM6oj4C9xih9Du3btVUVGhGTNmqEmTJtqxY4dGjx6t/Px8TZo0SZJUXl6uAQMGqHbt2lqzZo0yMjJ04403yjRNTZ06VZKUk5OjXr16qXv37tq4caP27t2rkSNHyt/fX/fcc48k6dChQ+rfv79Gjx6td999V99++63uuOMO1a5dW4MHD7bszwAAAFgn7K67JEl5q1bLv0sXnVfzpAY/84nKjcPKXvagknKS1Om6CdaGBFDt0TcBAOC5/NtcLnm/r4ztS/XKoQjlnSpS3IY7VS6b7OunybjmHasjoppw1PJRyNAWKulSR6cWHlTJoRzlrjii/I0pCrq0gfwvjJBhd4t9KNWSWwyE+vbtq759+7reb9Sokfbs2aNp06a5GpvFixdr586dOnLkiKKioiRJkydP1siRIzVx4kQFBQVpzpw5Kioq0uzZs+V0OhUTE6O9e/fq+eefV3x8vAzD0PTp01W/fn29+OKLkqSWLVtq06ZNmjRpEo0NAADVWNhdd7kGQ52eekqZNpvsFRUqN6RvF8zQ1/UydX+H++Xv5W9tUADVFn0TAAAerkV/hbfor0fKKrRz1liVHbW5dg199+1CldXuZ3VCVCPe9QJV+9Y2KtqVqeyvDqnsZKFOfXZAed8eV3D/aPm0rMUR61WQWwyEfkt2drZq1arlej8hIUExMTGupkaS+vTpo+LiYiUmJqp79+5KSEhQ165d5XQ6K6156KGHlJSUpOjoaCUkJKh3796VHqtPnz6aOXOmSktL5eXl9assxcXFKi4udr2fk5MjSSotLVVpaekZe86w1k+1pKaeg5p6JurqeapiTZ2xsdJbb0t2u+zl5drZwCZz4Ud6542v1KHfzWoz6BarI1Z5VbGu+GeoZdVE34Rzib/bPRN19TzU1P0ZkmI69ZPjw/dUrh+GQq8mRWl7il0tguapRfF3Mht0kdmMAZE7c5fvVUfTINVq1FqFiWnKW3ZUZemFynh7p7wbByuwXwM5wv2sjlhlVIVauuVA6MCBA5o6daomT57sui01NVXh4eGV1tWsWVPe3t5KTU11rWnYsGGlNT/dJzU1VdHR0b/5ecLDw1VWVqb09HRFRkb+Ks9TTz2lxx577Fe3L1++XH5+fMF7miVLllgdAWcYNfVM1NXzVLWa+t84Qn4HDqqgcSNdWn5C7d79WuVGruxrX9KL3y9To7bXyWG45Y9a51RVqytOX0FBgdUR8Av0TbAKf7d7Jurqeaip+4todJdCcndpfUUrrTvRThcVb9Z5qyf/MCTaMEPrG92l1OB2VsfEP+RO36u2VlLkMV+Fpfio5EC20l/eppPhxTper1DlXuaffwIPVxV6Jkt/S/Hoo4/+ZkPwcxs3blT79u1d7x8/flx9+/bVNddco1GjRlVa+1tb0EzTrHT7L9f8dGHUv7vm5x566CHFx8e73s/JyVG9evXUvXt3hYSE/OHzg/soLS3VkiVL1KtXr998xSPcDzX1TNTV81TZmvbv7/rfk888q2y7TfbyH46Q04EdmnNBmZ7o9ISa1mhqXcYqrMrWFactIyPD6ggei74J7oK/2z0TdfU81NST/NCTNJDUPadAW2e8o7LiH4+Rk03h9iy1+1nfAvfizt+rZZlFyvv6sIp3ZirshI/Cs/3l372u/C4Ml+GovtcXqgo9k6UDoXHjxmnIkCF/uObnr0w7fvy4unfvrri4OL322muV1kVERGj9+vWVbsvKylJpaanrlWsRERGuV739JC0tTZL+dI3D4fjdJsXpdFY6TuEnXl5ebvfNij9HXT0PNfVM1NXzVOWaBnaKU/a777qOkEtuHKh9p/bphkU3KD42XsNaDuPs5N9RleuKv4c6nj30TXA31NQzUVfPQ009S+0gP4XUbSHHwUU/7BBShZ74PlR+H+3Qfy9rpZCAX/8bDPfgjt+rXuFe8h1xnooOnFL2goMqTclX3lfJKtqYVq2vL1QV6mjpQCg0NFShoaF/ae2xY8fUvXt3xcbGatasWbLZKk8S4+LiNHHiRKWkpLiOJ1i8eLGcTqdiY2Ndax5++GGVlJTI29vbtSYqKsrVQMXFxemLL76o9LkXL16s9u3bV4mCAQCAqiewRw/VffUVFazfIL+OF+rRuDZ6dO2jWnl0pZ7Z+IzWHF+jJzo/oVDfv/ZzDwD8HH0TAAD4K1KD26nsmnek5LX6MCtay3bUVcW241q976Qevfw8XX5+VLX8JTys49O4hpx3XqCCxBPK/jrJdX0hZ9MaqjGgkbwi/K2OWO24xf6s48ePq1u3bqpXr54mTZqkkydPKjU1tdIr0nr37q1WrVpp+PDh2rJli7755hvde++9Gj16tIKCgiRJ119/vZxOp0aOHKkdO3bok08+0ZNPPqn4+HjXX4ZjxoxRcnKy4uPjtWvXLr355puaOXOm7r33XkueOwAAcA+BPXoo/KEHFdijh0J9QzW1x1T9q+O/5LQ79e2xbzX488FadXSV1TEBeDD6JgAAYDbrJ0f/p3XNsNv06djOahERqKyCUk2Yu1Wj3tqklOxCqyOimjFshvw7RCji3vYK7FpXshsq3ndKJ17arKxP96s8v9TqiNWKWwyEFi9erP3792vZsmWqW7euIiMjXW8/sdvt+vLLL+Xj46POnTvr2muv1aBBgzRp0iTXmuDgYC1ZskRHjx5V+/btdccddyg+Pr7SOdbR0dFauHChVqxYobZt2+p///ufpkyZosGDB5/T5wwAANybYRga0mKI5g6Yq6Y1myqzKFNjvxmrpzc8reLyYqvjAfBA9E0AAODn2tStoc/HddE9vZrJ227TN7vT1Ov5VZqzPlkVFabV8VDN2HwcCu4XrYj4WPnGhEimlL8uRanPbVTummMyyyusjlgtWHpk3F81cuRIjRw58k/X1a9fXwsWLPjDNa1bt9aqVX/86tyuXbtq8+bNfyciAADAb2pSs4neH/C+Xkh8QXN2zdGcXXO0IXWDnr34WTWp2cTqeAA8CH0TAAD4JW+HTXf2bKq+MRG6f/532nL4lP71yQ59vvW4nh7cRtGhHNmFc8sR4quQG1pVur5Q9oKDyt+YqhqXNZZPkxpWR/RobrFDCAAAwJ057U49eOGDeqXnK6rlU0v7svZpyJdDNHf3XJkmr8wDAAAAcHY1DQ/UR2M66T8DW8nXy671hzLV98VVen3VQZWzWwgW8GlcQ2F3XqAaVzWRzd+hshMFSn9juzLm7FLZqSKr43ksBkIAAADnyCV1L9H8y+erc53OKi4v1sT1EzV++XhlFWVZHQ0AAACAh7PbDN3cJVqL775EXZqEqrisQhMX7tK1MxJ0KD3f6niohgyboYALIxVxT3v5x0VKhlS4PV0nJicqZ9lhmaUcI3emMRACAAA4h0J9Q/Vqz1f1QIcH5GXz0oojK3TV51cp4XiC1dEAAAAAVAP1avnpnVsu1NNXtVaA06HE5Cz1e2mV3lxziGsLwRI2Py/VvKKJwu68QN4Ng2SWVihncbJSX0hU4a4Mq+N5FAZCAAAA55jNsOmGVjfo/QHvq1FwI6UXpuu2Jbdp6papKqsoszoeAAAAAA9nGIaGXFhfi+66WJ2bhKiotEKPL9ipIa+vU3IGu4VgDe+oANW+rY1qDWkuW5C3yjOLlPHWTqXP2qHS9EKr43kEBkIAAAAWaV6rueYOnKvBTQfLlKnXvntNt3x9i1LzU62OBgAAAKAaqFvTT+/e0lFPDIqRn7ddGw5lqu+Lq/V2QhK7hWAJwzDk1zZMEfe0V2DXupLdUNGeLJ14IVHZi5JUUVxudUS3xkAIAADAQr4OXz3a6VE9e8mz8vfy1+a0zbrmi2u06ugqq6MBAAAAqAYMw9ANFzXQ13ddoosa1VJhabn+89n3GvbGeh3JLLA6Hqopm9Ou4H7RCr+rnZzNakrlpnJXHNGJyZtUsC1NpsnA8nQwEAIAAKgC+kX30wcDP1DLWi11qviUxn4zVpM2TlJpeanV0QAAAABUA/Vq+em9URfpscvPk6+XXQkHM9T3xVWasz6ZX77DMl61/RR603kKGdFK9lo+Ks8pUeb7e5T+xnaVpjGw/LsYCAEAAFQR9YPq693+7+qGljdIkt7a+ZZuXHSjjuYetTgZAAAAgOrAZjN0Y6eGWnTXxbqwYS3ll5TrX5/s0PCZG3TsFNdwgTUMw5BvqxBF3B2roF4NJIdNxQeydeKlzcr+OkkVJRwj91cxEAIAAKhCvO3eeuDCB/Ri9xcV6B2o7enbde0X12pJ8hKrowEAAACoJhqE+GvurRfpPwNbycfLpjX709X3xVX6ZMtRdgvBMoaXTUE96ysiPlY+LWr9cIzc8iM68UKiCndlWB3PLTAQAgAAqIJ61u+pjy77SOfXPl+5pbmKXxGvJ9Y9oeLyYqujAQAAAKgGbDZDN3eJ1sLxF+uC+jWUW1Smu+dt07j3tuhUQYnV8VCNOWr5KOTGVgoZ3kr2Gk6VZxUr462dSn97p8qyiqyOV6UxEAIAAKiiogKiNKvvLN0cc7Mkad6eebph4Q06nHPY4mQAAAAAqotGtQP04W1xuqdXMzlshr7cnqLeL6zSyr0nrY6GaswwDPmeF6Lw+FgFdq0r2QwV7czQiecTlbPiiMyyCqsjVkkMhAAAAKowL5uX7o69W9MunaZaPrW0O3O3rltwndbMfUEnnnpKucuWWR0RAAAAgIdz2G26s2dTfXxHJzWq7a+03GK9M3ua1r4yWsU7FlgdD9WYzduu4H7RCp9wgbyjg2WWVihnUZJOTNmsogOnrI5X5TAQAgAAcANd6nTRBwM/0AVhF6j5zhyFPPqa0t95R0fvGMtQCAAAAMA50aZuDX1558V6qtURveE9WRemfSTnR8N0aM2HVkdDNecV7q/at7ZWzWubyRbgpbK0QqW/vl2Z8/aoPJcjDn/CQAgAAMBNhPuHa2afmbomt6XKDclWYarCJqV/u8LqaAAAAACqCV9vu4aGJcs07HIYFSozbVr29cd6aek+lZVzTBesYxiG/NuFKyI+Vv4XRUqGVLAlTamTNykv4bjMCtPqiJZjIAQAAOBGvGxeuuSKO2Q39eNQSHq+YrESP5rOEXIAAAAAzo2GF8swy11DoYTyltq+7H0tnHSTUjd8bHU6VHM2Py/VHNREYXe0lVedAJlF5Tr12QGdnL5Npan5VsezlMPqAAAAAPh7Anv0UN1XX1Hq6m/0lvdG5eYfk98jLynDZijzrbdV99VXFNijh9UxAQAAAHiqFv2lIe/LSFojs2FnjT6UqY7rx6mswCbHwk+1IjVHXS+7UYZhWJ0U1Zh3vUCFjW2r/HUpyv46SSWHc3ViyhYFXlJXQT3ryfCyWx3xnGOHEAAAgBsK7NFDTf87UY/c97muyG6sckMyfjxCLmvtaqvjAQAAAPB0LfpLfZ+U0WKAOho7Kx0ht3/DIo15N1FZ+Vy7BdYybIYCOkUpIj5WvueFSBWmclccUeqLm1W0L8vqeOccAyEAAAA35uPw0aVX3lXpCLkXzaXa8eksjpADAAAAcG784gi5jWql8l0LtWjyTdq1fK7V6QDZg50KGd5KIcNbyR7krfKMIqXP3KHMeXtUnld9BpccGQcAAODmfjpC7ujKr/Wm93plFp6U/cFnOUIOAAAAwLnxsyPk1LCLHs7MV4PFo1RWbpNj5QLNT8nR5deNkped/Qmwlu95IXI2CVbO18nKSziugi1pKtqTqeABjeTXLszjjznkOxAAAMADBPbooZaPPaP/3PeF+mfW+9kRcoZy1yVYHQ8AAACAp/vxCDm16K8GOZsrHSGXtXOZrp62Vknp+VanBGRzOlTj8sYKu6OtvCL9VVFQpqwP9yr9je0qTS+0Ot5ZxUAIAADAgwR6B6rv4Pt+doScqen2NTr85UccIQcAAADg3PjxCDn9OBT6ztFa245m67kpL2jfW+Nk7v7S6oSAvOsFKmxcWwX3ayjDy6biA9k68WKicpYdlllWYXW8s4Ij4wAAADxMUM+eMl59RfuXfabpjgTl5R5W/j3/Vp7NxhFyAAAAAM6+H4+Q049HyD0Y0V1135qm+7OeU9lBm4xD7yj/qnfk3+Zyq5OimjPsNgV2rSffmFBlfbpfxftOKWdxsgq2nVTNq5rK2SDI6ohnFDuEAAAAPFBgjx664ImX9NC9n+iSEzV/PEKuQqbNUP76DVbHAwAAAODpfnaEXFQNX93bLE0V+v9j5L747ANtTMq0OiUgSXKE+Cr05hjVGtJcNn8vlZ0o0Mnp23TqiwOqKC63Ot4Zw0AIAADAg9UJqKMrrn3EdYScUWHqA//vVVBaYHU0AAAAANWILfoS2VTuurbQ0sJmum5Ggl5auk/lFabV8QAZhiG/tmGKuCdWfrHhkinlfXtcJ15MVNG+LKvjnREMhAAAADxcSK++qvPKy8q4rKMmXe2l14O3atjCYTqcc9jqaAAAAACqix+PkTM6jlHB4HcUdP7lqjClF5bu1fCZ65WWU2R1QkCSZPPzUq1rmin05hjZazhVnlWs9Jk7lPnRXlUUllkd7x9hIAQAAFANBPXsqa7PztbYO2cr1DdU+0/t15AFQ7Tq6CqrowEAAACoLn48Rs6v9eV6/rq2mnzN+fLztmvtgQz1n7Jaq/edtDoh4OLTrKbC724n/7hIyZAKNp1Q6vOJKvw+3epop42BEAAAQDXSLryd5g2cp/Nrn6/c0lyN+2acpm2bpgqzwupoAAAAAKqZwbF19fm4LmoREaj0vBKNeHODnvt6t8rK6U9QNdicDtW8oolq39ZGjtq+qsgtUcY7u5QxZ5fKc0usjve3MRACAACoZsL8wjSrzyxd1/w6mTL16tZXFb8inusKAQAAADjnmoQF6NOxnTWsY32ZpvTK8gMa8to6HT9VaHU0wMXZMFjh49spsFs9ySYVbk/XiRcSlb/5hEzTfa6BxUAIAACgGvKye+mRix7R450el5fNS98c/kY3fHWDjuYetToaAAAAgGrGx8uuiVe21svXX6BAp0ObkrPUf8pqLd15wupogIvhZVNw34YKG3uBvCL9VVFQpqwP9ipj9vcqO+Ue18BiIAQAAFCNXdn0Sr3Z502F+IRoX9Y+Df1yqDambrQ6FgAAAIBqaGCbKC0Y30Wt6wTrVEGpRr29Sf9bsFMlZRwhh6rDu06Awsa1VVCfBpLdUNGeLJ14frPy1h2XWVG1dwsxEAIAAKjm2oa11dyBc9UqpJVOFZ/SrYtv1dzdc91q2zsAAAAAz9AgxF8f3R6nmztHS5Jmrjmka6av1ZFMjrhG1WHYbQrqXl/hE9rJu0GQzJJynfr0gNLf2K6yzKq7W4iBEAAAABThH6G3+r6lftH9VGaWaeL6iXp83eMqLS+1OhoAAACAasbpsOs/l7XS6yPaK9jXS9uOZqv/lNVatCPF6mhAJV5hfqp9WxsFX9ZIhpdNxQezdeLFROUlVM3dQgyEAAAAIEnycfjomYuf0V3t7pIhQx/t/UijFo9SRmGG1dEAAAAAVEO9WoVr4YSL1a5+DeUWlWnMu5v1xIKdKi3nCDlUHYbNUGDnOgq/q528GwbJLKnQqc+q5m4hBkIAAABwMQxDt7S+RS/3fFkBXgHanLZZQ78cqt2Zu62OBgAAAKAaqlPDV/Nui9OtlzSSJL2x5pCGvrZOqdlV6xftgCPEV7Vv/Y3dQlXo2kIMhAAAAPArl9S9RHP6z1H9wPpKyU/RiK9G6Oukr62OBQAAAKAa8rLb9HD/lpp+Q6wCnQ5tSs7SgCmr9e3+dKujAZW4dgtN+NluoU8PKP3NHSrPLrY6HgMhAAAA/LZGNRrpvQHvqVNUJxWWFerelffqla2vyDSrxiubAAAAAFQvfWMi9MWdXdQyMkgZ+SW6YeZ6Tf1mnyqqyO4L4CeO0B93Cw38cbfQ/lPKnLHD6lgMhAAAAPD7gp3BeqXnKxrRaoQkafq26bp/1f0qKuN4BgAAAADnXsNQf31yRydd176eTFOavGSvbpq9UVn5JVZHAyoxbIYCu9RR2M92C1mNgRAAAAD+kMPm0H0d7tPjnR6Xw3BoUdIi3fz1zUov5HgGAAAAAOeej5ddz1zdRs9e3UZOh00r957UgCmrteVwltXRgF/x+nG3kH+velZHYSAEAACAv+bKplfqtd6vKdgZrO3p2zX0y6Hak7nH6lgAAAAAqqlr29fTp2M7q2GIn45nF+naGQl6a20Sx1yjyjFshvw7Rlgdg4EQAAAA/roOER00p/8cNQxqqNT8VA3/arhWHFlhdSwAAAAA1VTLyCB9fmcX9YuJUGm5qf9+/r3ufH+L8orLrI4GVDkMhAAAAPC3NAhqoHf7v6uOER1VWFao8cvG663v3+JVeAAAAAAsEeTjpVeHtdO/B7aSw2ZowXcpevbF55X9yT3S7oVWxwOqDAZCAAAA+NuCncGa1muarm52tUyZmrRpkh5LeEyl5aVWRwMAAABQDRmGoVu6RGvebRfp6oDv9HjhRPlvfVOaO5ShEPAjBkIAAAA4LV42L/3nov/o/g73y2bYNH/ffI1ZOkbZxdlWRwMAAABQTcU2qKXH22SqXDY5jAqVmTYlrvxc5RWcaAAwEAIAAMBpMwxDw1sN19QeU+Xn8NOG1A0atnCYkrKTrI4GAAAAoJrya9ZddlWo4seh0LTkKN3y1kblb/tcWvQQO4ZQbTEQAgAAwD92Sd1L9E7/dxTpH6nknGQNWzhMm1I3WR0LAAAAQHXUor805H3ZLrpdCRdO1WpbBzn2LZL/J8Nlrp/BMXKothgIAQAA4IxoVrOZ3hvwntqEtlFOSY5uXXKrvjz4pdWxAAAAAFRHLfpLfZ9UXP8Rmn97J/Xy3asy0ybDLFeFYZeS1lidEDjnGAgBAADgjAn1DdXMPjN1af1LVVpRqgdXP6jXv3tdpsl53QAAAACsEVMnWAMuv9Z1TSGbWa65JxuobOcCjpBDteI2A6HLL79c9evXl4+PjyIjIzV8+HAdP3680prDhw/rsssuk7+/v0JDQzV+/HiVlJRUWrN9+3Z17dpVvr6+qlOnjh5//PFf/YJi5cqVio2NlY+Pjxo1aqTp06ef9ecHAADgKXwcPprcbbJubHWjJGnKlil6LOExlVaUWpwM8Hz0TQAAAL8t4PzLVX7de9oadZ1GldyjpbtOyPHBMI6QQ7XiNgOh7t2764MPPtCePXs0f/58HThwQFdffbXr4+Xl5RowYIDy8/O1Zs0azZ07V/Pnz9c999zjWpOTk6NevXopKipKGzdu1NSpUzVp0iQ9//zzrjWHDh1S//79dfHFF2vLli16+OGHNX78eM2fP/+cPl8AAAB3ZjNsurfDvXq448OyGTbN3zdfd35zp/JK8qyOBng0+iYAAIDfZ285QO1vm66rr79Vl3jtch0hZ3KEHKoJh9UB/qq7777b9f8NGjTQgw8+qEGDBqm0tFReXl5avHixdu7cqSNHjigqKkqSNHnyZI0cOVITJ05UUFCQ5syZo6KiIs2ePVtOp1MxMTHau3evnn/+ecXHx8swDE2fPl3169fXiy++KElq2bKlNm3apEmTJmnw4MFWPHUAAAC3NbTFUEX6R+r+Vffr2+Pf6sZFN+qVnq8oxDvE6miAR6JvAgAA+HN9YyJ0PP8aOb5aqDLTJofKlVDRQnG7F0pJq6WGF/9wDSLAw7jNQOjnMjMzNWfOHHXq1EleXl6SpISEBMXExLiaGknq06ePiouLlZiYqO7duyshIUFdu3aV0+mstOahhx5SUlKSoqOjlZCQoN69e1d6vD59+mjmzJmuJuqXiouLVVxc7Ho/JydHklRaWqrSUo5G8RQ/1ZKaeg5q6pmoq+ehpu6vc0Rnvd7zdU1YOUF7s/Zq2JfDNLnLZEnU1ZNQy6qHvgnnGv9meybq6nmoqWeirn9f7XaXKdf7La1d9rk+zGgorUlS3IY7ZRp2GeteVdk178hs1s+yfNTU81SFWrrVQOiBBx7Qyy+/rIKCAl100UVasGCB62OpqakKDw+vtL5mzZry9vZWamqqa03Dhg0rrfnpPqmpqYqOjv7NzxMeHq6ysjKlp6crMjLyV7meeuopPfbYY7+6ffny5fLz8zut54qqa8mSJVZHwBlGTT0TdfU81NT9jfQaqbdL3lZaYZpuWXKLhvoPlSirxygoKLA6An5E3wSr8W+2Z6Kunoeaeibq+ncZqmh8hWzeNnU8Mce1W6hCNiWteFff7zf//FOcZdTUc1SFnsnSgdCjjz76mw3Bz23cuFHt27eXJN1333265ZZblJycrMcee0wjRozQggULZBiGJLn++3OmaVa6/Zdrfrow6t9d83MPPfSQ4uPjXe/n5OSoXr166t69u0JCOA7FU5SWlmrJkiXq1avXb77iEe6Hmnom6up5qKlnubzkct2z+h5tOrFJ7+S/owdiH9A1za+xOhbOgIyMDKsjeCz6JrgL/s32TNTV81BTz0Rd/5mBkjYvyZJjw1c/DIWMCjkvuFr9O1h3bBw19TxVoWeydCA0btw4DRky5A/X/PyVaaGhoQoNDVWzZs3UsmVL1atXT+vWrVNcXJwiIiK0fv36SvfNyspSaWmp65VrERERrle9/SQtLU2S/nSNw+H43SbF6XRWOk7hJ15eXnyzeiDq6nmoqWeirp6HmnqGWl619Fqv1/TvNf/Wl0lf6qnEp5Rekq47L7jzd3+JDPfA9+fZQ98Ed0NNPRN19TzU1DNR19PXsf8IHa7hq7XffKalhc207utgvVQzUz1bhv/5nc8iauo5qkIdLR0I/dSonI6fXn320xnUcXFxmjhxolJSUlzHEyxevFhOp1OxsbGuNQ8//LBKSkrk7e3tWhMVFeVqoOLi4vTFF19UeqzFixerffv2VaJgAAAA7s7L7qXH4x5XQUqBlhcv1+vbX9fJwpP6T9x/5GXj5y3gl+ibAAAAzo36na6RX5vL9fG7m5WXlKlRb2/Svb2b645ujXkBGzyCzeoAf8WGDRv08ssva+vWrUpOTtby5ct1/fXXq3HjxoqLi5Mk9e7dW61atdLw4cO1ZcsWffPNN7r33ns1evRoBQUFSZKuv/56OZ1OjRw5Ujt27NAnn3yiJ598UvHx8a5v6DFjxig5OVnx8fHatWuX3nzzTc2cOVP33nuvZc8fAADA0xiGoZ6+PfXvC/8tm2HTp/s/1YRlE1RQav2ZyoC7om8CAAD450IDnHp3VEdd37G+TFN67us9Gj93qwpLyq2OBvxjbjEQ8vX11ccff6yePXuqefPmuvnmmxUTE6OVK1e6jhyw2+368ssv5ePjo86dO+vaa6/VoEGDNGnSJNfnCQ4O1pIlS3T06FG1b99ed9xxh+Lj4yudYx0dHa2FCxdqxYoVatu2rf73v/9pypQpGjx48Dl/3gAAAJ7uyiZX6qXuL8nH7qPVx1Zr1OJRyizKtDoW4JbomwAAAM4Mb4dNT17ZWk8MipHDZuiLbcd19fS1Onaq0OpowD9i6ZFxf1Xr1q21bNmyP11Xv359LViw4E8/16pVq/5wTdeuXbV58+a/lREAAACnp1u9bnq99+sat2yctqdv14ivRmjapdNUL7Ce1dEAt0LfBAAAcGbdcFEDNQkL0B1zNuv74zm64uU1mn5DrNo3rGV1NOC0uMUOIQAAAHi2tmFt9Xa/txXlH6XknGQNXzhcuzJ2WR0LAAAAQDV3UaMQfTa2s1pGBik9r0TXv75eH28+anUs4LQwEAIAAECV0Ci4kd7p/46a12yujKIMjVw0UmuPr7U6FgAAAIBqrl4tP82/PU59zgtXSXmF4j/Ypue+3q2KCtPqaMDfwkAIAAAAVUaYX5hm9Z2ljhEdVVBWoLFLx2rBwT8+2goAAAAAzjY/b4emDYvVHd0aS5JeWX5AY9/brIKSMouTAX8dAyEAAABUKYHegXr10lfVt2FflZllemj1Q3rr+7esjgUAAACgmrPZDN3ft4UmX3O+vO02fbUjVdfOSFBqdpHV0YC/hIEQAAAAqhxvu7eeueQZDW81XJI0adMkPbvxWVWYFRYnAwAAAFDdDY6tqzmjO6qWv7d2HMvRFa+s0faj2VbHAv4UAyEAAABUSTbDpvs73K97298rSXpn5zt6cPWDKi0vtTgZAAAAgOquQ8Na+mxsZzULD9CJnGJdM2OtFm5PsToW8IcYCAEAAKBKu/G8G/XUxU/JYTj01aGvNH75eBWWFVodCwAAAEA1V6+Wn+bf3kndmtdWUWmF7pizWS8v2yfTNK2OBvwmBkIAAACo8gY2GqipPafK1+GrNcfW6NbFtyq7mCMZAAAAAFgr0MdLb4xor5s7R0uSJi3eq/gPtqmotNziZMCvMRACAACAW+hSp4te6/WaAr0DtfXkVt309U06WXDS6lgAAAAAqjmH3ab/XNZKE6+MkcNm6JMtxzTsjfVKzyu2OhpQCQMhAAAAuI22YW01u+9shfqGal/WPo34aoSO5B6xOhYAAAAAaFjHBnr75gsV5ONQYnKWrnz1W+1Py7M6FuDCQAgAAABupVnNZnq739uqG1BXR/OOasRXI7Q3a6/VsQAAAABAnZqE6tOxndUgxE9HMgt11avfat3BDKtjAZIYCAEAAMAN1Qusp7f7va2mNZsqvTBdIxeN1Na0rVbHAgAAAAA1qh2gj2/vpHb1ayinqEzDZ67XJ1uOWh0LYCAEAAAA91Tbr7Zm9ZmlC8IuUG5JrkYvHq01x9ZYHQsAAAAAFBLg1HujL9KA1pEqLTd197xtemnpPpmmaXU0VGMMhAAAAOC2gp3BmtFrhrrU6aKi8iLd+c2d+urQV1bHAgAAAAD5eNk1degFGtO1sSTphaV7de+H36mkrMLiZKiuGAgBAADArfk6fDWl+xT1i+6nMrNMD6x6QPN2z7M6FgAAAADIZjP0YL8WevLK1rLbDM3ffFQjZ21QdmGp1dFQDTEQAgAAgNvzsnvp6Yuf1nXNr5MpU0+sf0Izts3gOAYAAAAAVcL1Hetr5o3t5e9t19oDGbp62lodySywOhaqGQZCAAAA8Ag2w6Z/dfyXxpw/RpL08taX9cLmFxgKAQAAAKgSujUP04djOikiyEf70vJ05atrte3IKatjoRphIAQAAACPYRiGxrYdq/va3ydJmrVjliaun6gKkzO6AQAAAFivVVSQPhnbSS0jg5SeV6zrXkvQ4u9TrY6FaoKBEAAAADzOiPNG6D9x/5EhQ/P2zNO/v/23yirKrI4FAAAAAIoM9tWHY+LUtVltFZVW6LZ3EzX720NWx0I1wEAIAAAAHumaZtfoyYuflN2w6/MDn+uBVQ+otJwLtwIAAACwXoDToZk3ttf1HevLNKVHv9ipp77apYoKjrzG2cNACAAAAB5rYKOBmtx1srxsXlqcvFh3rbhLRWVFVscCAAAAADnsNk0cFKP7+jSXJM1YeVDxH2xVSRlHXuPsYCAEAAAAj9azQU9N7TFVTrtTq46u0rhvxqmgtMDqWAAAAADww3VQuzfRc1e3kcNm6NOtx3Xz7I3KLeLIa5x5DIQAAADg8TrX6axpl06Tn8NP61PX69YltyqnJMfqWAAAAAAgSbqmfT29cWN7+XnbtWZ/uq6fuVHZJVangqdhIAQAAIBqoUNEB73R+w0Fegdq28ltGvX1KGUVZVkdCwAAAAAkSd2ah2nerXEKDfDW7tRcvbjDrgMn862OBQ/CQAgAAADVRuvarTWrzyzV8qmlXZm7dNOim5RWkGZ1LAAAAACQJLWuG6yPb++shiF+yiw2NOT1DUpMzrQ6FjwEAyEAAABUK81rNdfsvrMV5hemA9kHNHLRSB3PO251LAAAAACQJNUP8dPc0ReqQYCpU4Wluv719fr6+1SrY8EDMBACAABAtRMdHK23+r6lOgF1dCT3iG5cdKMO5xy2OhYAAAAASJJC/L01tlW5ujcPVXFZhW5/N1Hvrku2OhbcHAMhAAAAVEt1A+vqrb5vKTo4Wqn5qbpp0U1Kyk6yOhYAAAAASJKcdunVoW019MJ6qjClRz7doUlf75FpmlZHg5tiIAQAAIBqK9w/XG/2eVNNajRRWmGabvr6Jh08ddDqWAAAAAAgSXLYbXryyta6+9JmkqSXl+/XA/O/U1l5hcXJ4I4YCAEAAKBaC/UN1cw+M9W0ZlOlF6brpq9v0v6s/VbHAgAAAABJkmEYmnBpUz0zuLVshvTBpqO6fc5mFZWWWx0NboaBEAAAAKq9Wj61NLP3TLWo1UKZRZm6+eubtSdzj9WxAAAAAMDlug71Nf2GWHk7bFqy84RGvLlBOUWlVseCG2EgBAAAAEiq6VNTb/R+Q61CWimrOEu3LL5FuzJ2WR0LAAAAAFx6nxeht2++UIFOhzYcytSQGet0MrfY6lhwEwyEAAAAgB8FO4P1eu/X1Tq0tbKLszVq8Sh9n/G91bEAAAAAwOWiRiF6/9aLFBrgrZ0pObp6+lodziiwOhbcAAMhAAAA4GeCvIM0o9cMnV/7fOWU5Gj016O1/eR2q2MBAAAAgEtMnWB9NKaT6tXyVXJGgQZPX6tdKTlWx0IVx0AIAAAA+IVA70DN6DVD7cLaKbc0V7cuuVVb07ZaHQsAAAAAXBqG+mv+mE5qERGok7nFunZGgjYcyrQ6FqowBkIAAADAb/D38te0S6epQ0QH5ZXm6bYlt2nzic1WxwIAAAAAl7AgH827LU4dGtZUblGZhs9cr6U7T1gdC1UUAyEAAADgd/h5+emVnq+oY2RHFZQVaMzSMdqYutHqWAAAAADgEuzrpbdv7qieLcJUXFah295N1IebjlgdC1UQAyEAAADgD/g6fPVyj5fVKaqTCssKdcfSO7QhZYPVsQAAAADAxdfbrunDYzW4XV2VV5i676Pv9NqqA1bHQhXDQAgAAAD4Ez4OH03pMUUX17lYReVFGvvNWHYKAQAAAKhSvOw2PXd1G42+OFqS9OTC3Xpm0W6ZpmlxMlQVDIQAAACAv8Bpd+qF7i+oc53OrqFQ4olEq2MBAAAAgIvNZuhfA1rpwX4tJEnTVhzQfz77XhUVDIXAQAgAAAD4y5x2p17q/pLr+Ljbl96uLWlbrI4FAAAAAJWM6dpYE6+MkWFI76xL1r0fblNZeYXVsWAxBkIAAADA3/DTUOiiyItUWFaoMUvGaGvaVqtjAQAAAEAlwzo20IvXtZXdZujjLcc09r3NKi4rtzoWLMRACAAAAPibfrqmUMeIjiooK9CYpWP03cnvrI4FAAAAAJVc0baOpt8QK2+HTV9/f0Kj3tqkgpIyq2PBIgyEAAAAgNPg6/DVlB5T1CGig/JL83Xbktu0I32H1bEAAAAAoJJercI1a2QH+XnbtXpfuobP3KDswlKrY8ECDIQAAACA0+Tn5aeXe7ysdmHtlFeap1uX3KrvM763OhYAAAAAVNK5SajeHdVRQT4OJSZnaehr65SeV2x1LJxjDIQAAACAf8DPy0/TLp2mC8IuUG5Jrm5dfKt2ZeyyOhYAAAAAVNKufk3NvTVOoQHe2pmSo2tnJCglu9DqWDiHGAgBAAAA/9BPQ6Hza5+vnJIcjV4yWnsy91gdCwAAAAAqaRUVpA9ui1NUsI8OnszX1dMSlJSeb3UsnCNuNxAqLi5W27ZtZRiGtm7dWuljhw8f1mWXXSZ/f3+FhoZq/PjxKikpqbRm+/bt6tq1q3x9fVWnTh09/vjjMk2z0pqVK1cqNjZWPj4+atSokaZPn362nxYAAADcnL+Xv6ZfOl1tQtsouzhboxaPYigEy9A3AQAA4Pc0qh2gD2/vpOhQfx07VahrZiRoT2qu1bFwDrjdQOj+++9XVFTUr24vLy/XgAEDlJ+frzVr1mju3LmaP3++7rnnHteanJwc9erVS1FRUdq4caOmTp2qSZMm6fnnn3etOXTokPr376+LL75YW7Zs0cMPP6zx48dr/vz55+T5AQAAwH0FeAdoeq/pigmJ0aniUxq9eLT2Z+23OhaqIfomAAAA/JE6NXz1wW1xahERqJO5xbrutQRtO3LK6lg4y9xqIPTVV19p8eLFmjRp0q8+tnjxYu3cuVPvvvuuLrjgAl166aWaPHmyXn/9deXk5EiS5syZo6KiIs2ePVsxMTG66qqr9PDDD+v55593vdpt+vTpql+/vl588UW1bNlSo0aN0s033/ybjwkAAAD8UqB3oGb0nqFWIa2UVZylUYtHKSk7yepYqEbomwAAAPBX1A50at6tcWpbr4ZOFZTqhjfWKzE50+pYOIscVgf4q06cOKHRo0fr008/lZ+f368+npCQoJiYmEqvguvTp4+Ki4uVmJio7t27KyEhQV27dpXT6ay05qGHHlJSUpKio6OVkJCg3r17V/rcffr00cyZM1VaWiovL69fPXZxcbGKi4td72dnZ0uSMjP55vEkpaWlKigoUEZGxm9+HcD9UFPPRF09DzX1TNWhrk+3e1oTVk7Q/qz9GvnpSL3c7WVFBkRaHeus+eln318eK4Zzi74JVqoOf7dXR9TV81BTz0RdPc+5rOlLVzbRXfO+U+LhU7r+1eWact35at+g5ll9zOqoKvRMbjEQMk1TI0eO1JgxY9S+fXslJSX9ak1qaqrCw8Mr3VazZk15e3srNTXVtaZhw4aV1vx0n9TUVEVHR//m5wkPD1dZWZnS09MVGfnrJv6pp57SY4899qvbmzVr9neeJgAAADzULu1Sa7W2OsY5kZGRoeDgYKtjVEv0TQAAADgT+j5rdQLPZmXPZOlA6NFHH/3NhuDnNm7cqLVr1yonJ0cPPfTQH641DONXt5mmWen2X675aRr3d9f83EMPPaT4+HjX+6dOnVKDBg10+PBhmmEPkpOTo3r16unIkSMKCgqyOg7OAGrqmair56Gmnom6ep7s7GzVr19ftWrVsjqKx6Fvgrvg73bPRF09DzX1TNTV81BTz1MVeiZLB0Ljxo3TkCFD/nBNw4YN9cQTT2jdunWVjiyQpPbt22vYsGF66623FBERofXr11f6eFZWlkpLS12vXIuIiHC96u0naWlpkvSnaxwOh0JCQn4zo9Pp/FU2SQoODuab1QMFBQVRVw9DTT0TdfU81NQzUVfPY7O51WVK3QJ9E9wNf7d7JurqeaipZ6Kunoeaeh4reyZLB0KhoaEKDQ3903VTpkzRE0884Xr/+PHj6tOnj+bNm6eOHTtKkuLi4jRx4kSlpKS4jidYvHixnE6nYmNjXWsefvhhlZSUyNvb27UmKirKdSRCXFycvvjii0qPv3jxYrVv357zNwEAAACcc/RNAAAAAM4Et3j5Xv369RUTE+N6++mM6caNG6tu3bqSpN69e6tVq1YaPny4tmzZom+++Ub33nuvRo8e7ZqgXn/99XI6nRo5cqR27NihTz75RE8++aTi4+NdxxqMGTNGycnJio+P165du/Tmm29q5syZuvfee6158gAAAADwF9A3AQAAAPgjbjEQ+ivsdru+/PJL+fj4qHPnzrr22ms1aNAgTZo0ybUmODhYS5Ys0dG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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ((ax0, ax1)) = plt.subplots(nrows=1, ncols=2, figsize=(20,6))\n", "\n", "for i in range(0,10):\n", " popt, pcov = curve_fit(cubic_fit,ak.to_numpy(tracker_z_found[i,:]),ak.to_numpy(tracker_x_found[i,:]))\n", " z_coord = np.linspace(tracker_z_found[i,0],12000,1000)\n", " fit = cubic_fit(z_coord, popt[0], popt[1], popt[2], popt[3])\n", " ax0.plot(z_coord, fit, \"-\", label=\"fit \"+str(i))\n", " ax0.errorbar(ak.to_numpy(tracker_z_found[i,:]),ak.to_numpy(tracker_x_found[i,:]),fmt=\".\",ms=4)\n", "\n", "ax0.legend()\n", "ax0.set_xlabel(\"z [mm]\")\n", "ax0.set_ylabel(\"x [mm]\")\n", "ax0.set_title(\"found tracks from detector hits from few signals\")\n", "ax0.set(xlim=(0,12000), ylim=(-4000,4000))\n", "ax0.grid()\n", "\n", "for i in range(0,10):\n", " popt, pcov = curve_fit(cubic_fit,ak.to_numpy(tracker_z_lost[i,:]),ak.to_numpy(tracker_x_lost[i,:]))\n", " z_coord = np.linspace(tracker_z_lost[i,0],12000,1000)\n", " fit = cubic_fit(z_coord, popt[0], popt[1], popt[2], popt[3])\n", " ax1.plot(z_coord, fit, \"-\", label=\"fit \"+str(i))\n", " ax1.errorbar(ak.to_numpy(tracker_z_lost[i,:]),ak.to_numpy(tracker_x_lost[i,:]),fmt=\".\",ms=4)\n", "\n", "ax1.legend()\n", "ax1.set_xlabel(\"z [mm]\")\n", "ax1.set_ylabel(\"x [mm]\")\n", "ax1.set_title(\"lost tracks from detector hits from few signals\")\n", "ax1.set(xlim=(0,12000), ylim=(-4000,4000))\n", "ax1.grid()\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'all_endvtx_types_length': 11,\n", " 'all_endvtx_types': [101.0,\n", " 101.0,\n", " 101.0,\n", " 101.0,\n", " 101.0,\n", " 101.0,\n", " 101.0,\n", " 101.0,\n", " 101.0,\n", " 101.0,\n", " 0.0],\n", " 'all_endvtx_x_length': 11,\n", " 'all_endvtx_x': [19.496400833129883,\n", " 24.957000732421875,\n", " 32.490699768066406,\n", " 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"execute_result" } ], "source": [ "tracked[1].tolist()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "env1", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.5" }, "orig_nbformat": 4 }, "nbformat": 4, "nbformat_minor": 2 }